{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "is_executing": true,
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# 导入工具库\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import datetime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            Recency  Frequency  MonetaryValue\n",
      "CustomerID                                   \n",
      "12347.0          40          5         133.20\n",
      "12348.0         249          2         120.88\n",
      "12349.0          19          2         312.75\n",
      "12352.0          73          5          80.85\n",
      "12354.0         233          2          33.30\n"
     ]
    }
   ],
   "source": [
    "# 读取数据\n",
    "df = pd.read_excel('./data/Online_Retail.xlsx')\n",
    "df = df[df['CustomerID'].notna()]\n",
    "# 数据采样\n",
    "df_fix = df.sample(10000, random_state=42)\n",
    "\n",
    "# 只保留日期\n",
    "df_fix[\"InvoiceDate\"] = df_fix[\"InvoiceDate\"].dt.date\n",
    "\n",
    "# 总金额\n",
    "df_fix[\"TotalSum\"] = df_fix[\"Quantity\"] * df_fix[\"UnitPrice\"]\n",
    "\n",
    "# 最近消费时间点快照\n",
    "\n",
    "snapshot_date = max(df_fix.InvoiceDate) + datetime.timedelta(days=1)\n",
    "\n",
    "# 统计聚合\n",
    "customers = df_fix.groupby(['CustomerID']).agg({\n",
    "    'InvoiceDate': lambda x: (snapshot_date - x.max()).days,\n",
    "    'InvoiceNo': 'count',\n",
    "    'TotalSum': 'sum'})\n",
    "# 重命名字段\n",
    "customers.rename(columns={'InvoiceDate': 'Recency',\n",
    "                          'InvoiceNo': 'Frequency',\n",
    "                          'TotalSum': 'MonetaryValue'}, inplace=True)\n",
    "\n",
    "# 查看前五行\n",
    "print(customers.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 探索性数据分析\n",
    "## 单变量分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 单变量数据分布绘图\n",
    "def plot_numeric_columns(numcol, dataframe):\n",
    "    for idx, col in enumerate(numcol):\n",
    "        plt.figure()\n",
    "        f, ax = plt.subplots(nrows=2, sharex=True, gridspec_kw={\"height_ratios\": (0.2, 0.85)}, figsize=(10, 8))\n",
    "        plt.suptitle(f\"{col.upper()}\", y=0.93)\n",
    "\n",
    "        # 绘制箱线图\n",
    "        sns.boxplot(\n",
    "            data=dataframe, x=col, ax=ax[0], color=\"slateblue\",\n",
    "            boxprops=dict(alpha=.7),\n",
    "            linewidth=0.8, width=0.6, fliersize=10,\n",
    "            flierprops={\"marker\": \"o\", \"markerfacecolor\": \"slateblue\"},\n",
    "            medianprops={\"color\": \"black\", \"linewidth\": 2.5}\n",
    "        )\n",
    "\n",
    "        # 绘制直方图\n",
    "        sns.histplot(\n",
    "            data=dataframe, x=col, ax=ax[1],\n",
    "            multiple=\"layer\", fill=True, color=\"slateblue\", bins=40\n",
    "        )\n",
    "\n",
    "        # 绘制核密度估计图\n",
    "        ax2 = ax[1].twinx()\n",
    "        sns.kdeplot(\n",
    "            data=dataframe, x=col, ax=ax2,\n",
    "            multiple=\"layer\", fill=True,\n",
    "            color=\"slateblue\", bw_adjust=0.9,\n",
    "            alpha=0.1, linestyles=\"--\"\n",
    "        )\n",
    "\n",
    "        # 设置网格和标签\n",
    "        ax[1].grid(True)\n",
    "        ax[0].set(xlabel=\"\")\n",
    "        ax[1].set_xlabel(col, fontsize=14)\n",
    "\n",
    "        # 关闭顶端箱线图的网格\n",
    "        ax[0].grid(False)\n",
    "\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x800 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x800 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x800 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 设置 Seaborn 样式并禁用网格线\n",
    "sns.set_style(\"ticks\", {'axes.grid': False})\n",
    "\n",
    "# 假设 numcol 是数值列的列表\n",
    "numcol = ['Recency', 'Frequency', 'MonetaryValue']\n",
    "\n",
    "# 遍历数值列并绘图\n",
    "plot_numeric_columns(numcol, customers)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 多变量分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x750 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(customers)\n",
    "plt.suptitle('Pair Plot of Recency, Frequency, and MonetaryValue', y=1.02)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据变换"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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AAACwKAIhAAAAAFiU0+wC+pphGJKkhoYGkysBAAAAYKb9mWB/RrAiywXCYDAoSTrxxBNNrgQAAABAMggGg8rMzDS7DFPYDIvF4UQiofLycgUCAdlstk4t09DQoBNPPFErV65URkZGL1eIjrAfkgf7InmwL5IH+yI5sB+SB/siebAvOmYYhoLBoPr16ye73Zp301nuCqHdbldRUVG3ls3IyOBDlATYD8mDfZE82BfJg32RHNgPyYN9kTzYF+2z6pXB/awZgwEAAAAABEIAAAAAsCoCYSe43W5dccUVcrvdZpdiaeyH5MG+SB7si+TBvkgO7Ifkwb5IHuwLHIjlOpUBAAAAADTjCiEAAAAAWBSBEAAAAAAsikAIAAAAABZFIAQAAAAAiyIQAgAAAIBFEQgBAAAAwKIIhAAAAABgUQRCAAAAALAoAiEAAAAAWBSBEAAAAAAsikAIAAAAABZFIAQAAAAAiyIQAgAAAIBFEQgBAAAAwKIIhAAAAABgUQRCAAAAALAoAiEAAAAAWBSBEAAAAAAsikAIAAAAABZFIAQAAAAAiyIQAgAAAIBFEQgBAAAAwKIIhAAAAABgUQRCAAAAALAoAiEAAAAAWBSBEAAAAAAsikAIAAAAABZFIAQAAAAAiyIQAgAAAIBFEQgBAAAAwKIIhAAAAABgUQRCAAAAALAoAiEAAAAAWBSBEAAAAAAsikAIAAAAABZFIAQAAAAAiyIQAgAAAIBFEQgBAAAAwKIIhAAAAABgUQRCAAAAALAoAiEAAAAAWBSBEAAAAAAsikAIAAAAABZFIAQAAAAAiyIQAgAAAIBFEQgBAAAAwKIIhAAAAABgUQRCAAAAALAop9kF9LVYLKYNGzYoPz9fdjt5GAAAALCqRCKhqqoqHXbYYXI6LReNJFkwEG7YsEHnn3++2WUAAAAASBJLly7V+PHjzS7DFJYLhPn5+ZKad3phYWGnlonH41q/fr3GjRsnh8PRm+XhANgPyYN9kTzYF8mDfZEc2A/Jg32RPNgXHauoqND555/fkhGsyHKBcH8z0cLCQhUVFXVqmXg8rr1796qoqIgPkYnYD8mDfZE82BfJg32RHNgPyYN9kTzYFwdn5VvJrPvKAQAAAMDiCIQAAAAAYFEEQgAAAACwKAIhAAAAAFgUgRAAAAAALIpACAAAAAAWRSAEAAAAAIsiEAIAAACARREIAQAAAMCiCIQAAAAAYFEEQgAAAADohKqqKs2bN0+TJ0/W1KlTtXDhQsVisQMu88ILL2jGjBltpj/wwAM64YQTNGHCBH31q1/Vxx9/3FtlHxCBEAAAAAA6YcGCBfL7/Xr11Ve1dOlSvfnmm1q8eHG780ajUT3wwAP6/ve/L8MwWj23bNkyPfLII3rwwQf19ttva9y4cbryyivbzNcXCIQAAAAAcBDbt2/XqlWrdPXVV8vn82nIkCGaN2+elixZ0u78l1xyid5++219+9vfbvPcX//6V335y19WcXGxPB6P/u///k+7d+/W22+/3dsvow0CIQAAAABLCwaDamhoaPkXiUTazLN582bl5OSof//+LdNGjRql3bt3q66urs38v/zlL/WHP/xBQ4cObfNcaWmpSkpKWh67XC4NHz5cGzdu7KFX1HnOPt8iAAAAACSRWbNmtXp8xRVXaP78+a2mBYNB+Xy+VtP2P25sbFRWVlar54qKijrcXnvr8nq9amxs7HLth4pACAAAAMDSli9f3urKn9vtbjOP3+9XU1NTq2n7HwcCgS5tz+fzKRQKtZoWCoW6vJ6eQJNRAAAAAJYWCASUkZHR8q+9QFhcXKyamhpVVla2TNuyZYuKioqUmZnZpe0VFxdr8+bNLY+j0ai2bdvWqhlpXyEQAgAAAMBBDB8+XJMmTdItt9yihoYG7dy5U/fee6/OP//8Lq/rvPPO06OPPqqNGzcqHA7r17/+tQoKCjR58uReqPzAaDIKACnus/cgoG/U10a15aMGbd/SqD27QnI4JLdfmjCh+flgQ0yBDH5mASCdLFq0SD/72c80Y8YM2e12nX322Zo3b54kaeLEibrppps0Z86cg67n/PPPV319vS6//HJVV1dr/Pjxuu++++RyuXr7JbTBLxUApJBEwpDdbmt57HA4dPjhh3d5OXRPU2NckUhCmVlOvfPWPj3x8CfKynaq/yCvjIQhd0yqq42qprpJv7npI5UcnqlJ03J19PF5cjpplAMAqa6goECLFi1q97m1a9e2O/3cc8/Vueee22qazWbTJZdcoksuuaTHa+wqAiEApBC73abnntqj6sr93WEbagw2yh/wS2o/8OUVuHXG2QP6rMZ0VLsvqhef2as3V1bpyEnZOvtLgzTmiEz98OYxysppPpubiCe0fv16GQnJ53do9oUDte7dWj32hx16eXm5vnLZMA0f1fedBQAAcCAEQgBIMdWVEVXsDUuSDBlqqG9SRqZDtg4CIbovHjO08qVyPbt0jxwOm6admK+jj8+T1Bz6fH5Hu8t5fQ4dfXyejj4+T3t3hfTkkl16+5UqAiEAIOkQCAEA6EBlRVh/f3y3Jh2Tq1PP7Cd/oOs/m0WDvLrs/0YqkTDUUB/Tlk0NGj4qoOzcvr9PBACAzyIQAgDwKc1XBSs0dXqevD6Hrr5pjDKyDu3n0uGwyeGwqakppice3imn064rf1SsvIK23ZoDANCXuMMdAID/Kt8b0q9v2qRlj32iDevqZBjGIYfBT3O57Lpk/gjFYgnd8fOPVFke7rF1AwDQHQRCAAAkrXmzWrddv1H19TFd+v2RGj02o1e2k1fg1rcWjJDNLv3mZx+pooxQCAAwD4EQAGB5O7Y26o93b9PYIzJ1xQ9Hachwf69uLyfXrW9dNUJDhvtkGEavbgsAgAPhHkIAgGU1Ncbl9dmVX9gc0IaP9stm65veWrOyXfrSN4fK6bQrHIrL7bH32bYBANiPK4QAAEvasqlBP/vBeq18sULRaEIjigOmBLLGYEy3Xr9RK56v6PNtAwBAIAQAWIphGFr5YoV+u/Aj5RW4NWqsuWMDuj12jRmXqWWPfaLNG+pNrQUAYD0EQgCAZUQjCT1y33b99U87NXV6vi65coQys8wfD/C0Of01fHRAD921VcGGmNnlAAAshEAIALCUyvKILvjaYJ15/gA5HMlxz57DYdMFXxusSCShJx/bZXY5AAALoVMZAEDaW/NGtXIL3Crs79HFVwxLys5bsnJcOvtLg5SRyU8zAKDvcIUQAJC2QqG4Hntwh/54zzatfr1aiYSRlGFwv/FHZWtkcYbi8YTiMYajAAD0Pk5DAgBa2fNJk/6ztlaV5RE11MfkcNo0eKhPp80pkmEYevftGvUr8qhfkUcer8Pscjv00fp6PfrAdtXVRnX2lwdq8rRcs0vqlISR0P13bFe/Iq/O+8pgs8sBAKQ5AiEAWFgiYWjLpga9v6ZGJeMyVXJ4pjZvbNBzT+1VXoFbgQynEglDXp9dtTVRBRuieuiurZIku10aPMyv0WMzNPuCgXJ7kqfRSTSS0B/v3aq8Ao++Pm+Y8gs9ZpfUaTabTYOH+fTC38s0aVquho8ytxdUAEB6IxACgAUlEobefXufnl26RxV7w8rKdion362hI/w6YmKWxh+V1aZppWEY8gecuuH2w1RZHtaeT0LaviWojf+p0xnnFMlmk5768y7l9/No/FHZKuzftyEsHjf05soqjRmXKZ/foW8vGKmcPJfs9uRtItqRY08u0PtravXEwzv1gxvHJHUzVwBAaiMQAoAFvfVKlZY8sENjxmXqnC8N1JAR/pbgdLAA5fM7NGS4X0OG+3X08XmSpEgkoaamuPbsCunVlyv1t0c/0YDBXk2YkqNTzugnf6D3fm4SCUPr3q3V04/v1t7dIZ31xYE6+vg85RW4e22bvc3hsOmMc4r00F3btHZVjY6amhrNXQEAqYdACAAWEWqKa9P6eo35b9PQy74/UkNH+nts/Q6HTV/77jCFw3GVbmjQh+/X6fUVVTphZqHicUNv/LtSeflulRyeKZe7Z5qXblpfr8f+sF2V5RGNLAlo3g9HadAQX4+s22yjxmToyEnZaqhnXEIAQO8hEAKABezc1qgH79qqhrqY/u/GEvn8jh4Ng5/m8Tg0bkK2xk3IViJhKJEwVFsT0Yrny1W2OyyXy6bhowMaPTZDJ84sVGZ25waGNwxDez4JadP6egUynZo4JUduT/P9dud+ZbCGjvClXdPKiy4eIncPhWcAANpDIASANFe2O6Rf/nST+g/w6LtXj5TP33c9g366Ger860arYm9YH33YoG1bgnrlpQodfXyePD6HnvjTTu3ZFVJhf488XrucTrsmHp2jUWMytO7dWi1ftkdV5WEFG+JyOG2aPC1XJYdnKDffrQu+PqTPXo8Z6mqj+uezZTplVn/GKAQA9Dh+WQAgjdXVRlW2O6yjj8/TF84rktNl3tUmm82mfgO86jfAq+NnFMgwmscEbAzG1G+gR43BmMp2hxSNJhSLGeo/wKPCIo+MhKHC/h6NHpuhYSP8GjrKb6mrZrGYoX+/WKFIxND5X2UYCgBAzyIQAkAa8/kcGjrCpzkXDUi65pSfrmfKsXmacmxem3kSCUNDRzWHQKvKyHTqhJkFenl5hU7+fGFKDaEBAEh+1jnFCgAWYRiG9lVFFA7FZbNJ/QZ4ky4MomumnZQvr8+uF58uM7sUAECaIRACQJqpqY6qsjyiYAO9U6YLj8eh42cU6M2VVaqtiZpdDgAgjdBkFADSSLAhpsryiLJznMrqZO+dSA1TT8jTiNEBZeewXwEAPYcrhACQJsLh5oHh/QGHcvMJDenG43FoyAi/IuG4IpGE2eUAANIEgRAA0kQ0kpDbbVdhfzf3DKax++74WH975BOzywAApAkCIQCkOMNo7kjG63NqwCBPy9h/SE/DRvr15soqVVWEzS4FAJAGCIQAkOIaG6S9u8IyEgmuDFrA1BPy5PXZ9dKz9DgKADh0BEIASGHhUEL1tZLDLsKgRXg8Dk07KV9vraxSfS09jgIADg2BEABSVCJhqGx3SA6nlEMnMpYydXqeMrNd2rs7ZHYpAIAUx7ATAJCiqisjioQN5RSI+wYtxh9w6ns/KWZoEQDAIeMKIQCkKMOQcvOdcpEJLMlut6l8b1ibN9SbXQoAIIWZGgirq6s1c+ZMvf322y3T3n//fV1wwQWaOHGiTjnlFD3xxBOtllm2bJlmzpypCRMm6Nxzz9XatWv7umwAMJ1hGMrNdyk7lzRoZc8t26M/3rNNsRjjEgIAuse0QPjOO+/ooosu0o4dO1qm1dbW6tJLL9XZZ5+t1atXa+HChbr11lv1wQcfSJLefvtt/fznP9dtt92m1atXa86cOfrud7+rpqYms14GAPS5sj0hVVdGZCQMs0uByabPKFDtvqhWv77P7FIAACnKlEC4bNky/eAHP9D3vve9VtNffPFF5eTkaO7cuXI6nZo2bZpmz56tJUuWSJKeeOIJfeELX9CkSZPkcrn0jW98Q7m5uVq+fLkZLwMA+lxDfUzbShsVCTPEBKR+A7wae0Sm/vlsmRKcIAAAdIMpncocf/zxmj17tpxOZ6tQuHnzZpWUlLSad/To0Vq6dKkkqbS0VOedd16b5zdu3NjhtiKRiCKRSMvjYDAoSYrH44rH452qd/98nZ0fvYP9kDzYF+Z5+vFdkiHlFrhkyJD2ZwBDMmwdBYLm6Yk4zQp7k1mfi+NPydcfFm3Tf9bWaNyErD7ddjLi+yl5sC+SB/uiY7wnJgXCwsLCdqcHg0H5fL5W07xerxobGzv1fHvuu+8+3X333W2mr1+/Xnv37u1S3evWrevS/Ogd7Ifkwb7oW3X7PHrj3xH1H+hUKNS6qXzwAN+DgcbmILhlyxaFQgxTIElOp1NjSsbI7ux6Q5lELKFNH21SLBZr9/kDnaTsDYYhHT5R2lvxsaLv9emmkxrfT8mDfZE82BdtVVVVmV2C6ZJq2Amfz6f6+ta9pYVCIQUCgZbnP3swEwqFlJub2+E6L7vsMl188cUtj8vKyjRr1iyNGzdORUVFnaorHo9r3bp1Gj9+vBwOR2dfDnoY+yF5sC/M8bdHd6loYIMGDvWoquK/LR+M5jAY8PulDlqQ+vweSdKoUaP6qNLUYHfYteL5MtVUd35w95w8l07+fH+NGTOmzXPxeFwbN27U2LFj+/xzccQRktdvl8fD55Hvp+TBvkge7IuOdfUCUTpKqkBYUlKi119/vdW00tJSFRcXS5KKi4u1efPmNs+fcMIJHa7T7XbL7Xa3PG5oaJAkORyOLn8gurMMeh77IXmwL/rWmecPVN3MqJ5btle2/6a/lmaiNrVMa6t5ut3BSEOfVVMdU1V55OAztjj4e+lwOEx5r9e9U6/qyojOOGdAn287GfH9lDzYF8mDfdEW70eSjUM4c+ZMVVZWavHixYpGo3rrrbf0zDPPtNw3eP755+uZZ57RW2+9pWg0qsWLF6uqqkozZ840uXIA6D2JhKFN6+sUCSfk9fHDhfZVlIW1fNke1VR3JeACAKwuqQJhbm6uHnroIT3//POaOnWqbrjhBt1www065phjJEnTpk3TT3/6U9144406+uij9Y9//EMPPPCAcnJyzC0cAHrR6terteiWUpXt5f4/dGzysblyuexa+VKF2aUAAFKI6U1GN23a1Orx+PHj9Ze//KXD+c866yydddZZvV0WACSFWCyhf/xtjw7/XJb6D/CaXQ6SmNfn0ORpuXrtX5X6/FlF8ni5mgwAOLikukIIAGjtjX9XqboyolPP7Gd2KUgB007OV1NjXKterza7FABAijD9CiEAoH2RcELPLdujz03J4epgivB6zd1PuXluXXzFcB0xIdvUOgAAqYNACADJyiYde2K+xk3k4D5Z+Px2GQnJ1k77GrvDruKS4g6X7Wi5njZqTIYSiebOiOz2jnqeRW/rzvvPPgNgBgIhACQph8Om6TMLzS4Dn+L2OGSzSyueL29n/EJDTY1N8vl9+uygkM3jF/Zds98Xn96rT7Y36vIfdhxQ0bvsdpuee2qPqis71+trXoFbZ5zNkCEA+h6BEACS0KrXq7WttEEzZ/eXzcYVg2RTUx1VVXm41TRDhoLBkAIB+wHGhOwbuQVuvfhMmXbtaNSgoX5Ta7Gy6sqIKvaGDz4jAJiITmUAIMkkEoaee3KPKsoihEF0y7gJWcrOcenl5xmCAgBwYARCAEgy762uUfnesE6YWWB2KTISfbsceobDYdMxJ+Zp9evVqqv9bNNWAAD+hyajAJBEDMPQi8/s1ciSgIYMN7+pX8f3y3Wsr++XQ/umHJenf79Qoc0bGjTpmFyzywEAJCkCIQAkkR1bG7Vza5Muvny42aW0aO9+OSQ/n9+ha34+RoX9GLIEANAxAiEAJJGhI/y68kfF6jfAbXYpSANen0PBYFSRsKGCfh6zywEAJCHuIQSAJBEOxRUOxdV/oCelO5PZP1ZfV3HfYe944k+f6Pe/2iLDMMwuBQCQhLhCCABJYukjn6iyPKyvzxtudimH5MBj9bWP+w57z8SpOXr37W3auK5ehx2ZZXY5AIAkQyAEgCTQUB/T6jeqddLp6TMQPfceJocRxQENHOLVv5aXEQgBAG3QZBQAksCb/66UkZCmHJtndilIMzabTcedUqAN6+q1e2eT2eUAAJIMgRAATBaPG1r5UoWOnJStQCYNN9DzjpiYpeLDMtQYjJtdCgAgyXDkAQAmqywPKx43dMxJ+WaXgjTldNr1jcuHKxDgZx8A0Bq/DABgsn5FHl1901jZHWZXgnS3tTSoxmBME6YwUD0AoBmBEABMVF0ZUTgUly9AGkTvW/V6td5fXaPDxmfJ4+VvLlmFQnFVV0YUaoor1JTQYeMzZbPZtP3joMJNCXl8dmXnuJSZ7ZLDkbpD1ABIDgRCADDRC3/fq/+8V6v/u7FEdjsHduhdx52cr7dfqdIb/65imI8kYRiGYrHmMSJrayL61U8/UnVlpNU8Ny8aJ4/Xob89+om2bAq2TLfZpC9dMlTTTsrXzq2N2rCuTv0GeDVwsFeF/b1yOPlOAXBwBEIAMEkoFNfqN6p17En5hEH0idx8t8ZPyta/lpfphFMLCQwmMQxDDfVxNdRF1RiMy+myq7C/R4l4cwdAhf09yit0y+dzyOOzy5AUiSR00TeGKBSKKxxKqL4uprraqPoN8KiuNqotHzXoX8vLWzoOcjhtOmZ6nr78rWGKRhP66MN6DR7qV3auy9wXDyDpEAgBwCTvvrVPkXBCk47lfi70nRNOLdRdt5ZqzZvVmjqdjoz6WiSc0K4dTYrFDLk9dmXluOT3O2QYks0unX5WUYfLBjKdHfZEfNQxuTrqmFwFG2Iq3xNW2e6QMrKcqq2Jau+uJt17+xZJUma2U4OH+jRkhF9zLhwom42TAoDVEQgBwCSv/atSxYdlKDfPbXYpsJCiQV6d/cVBGj02w+xSLCMeN9TYEFMg0ym7XfJnOJSR6ZTH0/OjfwUynBpR7NSI4oCk5quRhUUeff+nxdq7K6Q9nzT/K93YoKbGuBwOm375003KzHJq+OiARhYHNKI4QxkMgQNYBp92ADBBNJpQYZFHY8dnml0KLGjK8bnyeOhUprcl4ob2VUVUXRmRIWmIxy6Hw6b8gr49CWS325Rf6FF+oUfjJmS3TI9EEkokDI2fmK1PdjTpzX9X6cWnyyRJN9x+mAYM8qlsT0g5uS46IQLSGIEQAEzgctl1/lcGK54wzC4FFrX6jWpt3lCvb84faXYpaWnLpga9t7pGoaaEMrOcys1Lzh5B7XabTjy9UFLz1cSa6qg+2d4kr8+u+tqoHly0VXt3hzTuc1k6+vg8HTEhWy53z1/ZBGAePtEA0Mci4YReX1GhplDc7FJgYQ6nTe++VaOPP2owu5S09OYrVXI4bBo01KuCfu6U6MDHZrM1dzx0VLZsNpviCUMXfH2wTpvdX1UVEf3hzq267vIPtHtnk9mlAuhBBEIA6GPvvr1Pj/1hp+pro2aXAgs7bHym+g3w6B9P7jG7lLSxY2uj1rxZrYb6mE6f019jx2fKneJX0wr7e3T8jALNu2aUFvy4WMeeXCB/wKFIJKEVz5cTDoE0kNrfUgCQgl5fUanRYzKUX+gxuxRYmN1u0yln9NPGdfXaujl48AXQIcMw9Mo/K/SrGzdp5YsVikbjcrntadeDZ2F/j045o59kk/ZVh/XPf5Rp4bUbtOSB7WoMxswuD0A3EQgBoA+V7Q7p44+CmnwcQ03AfOMmZKlfkUer36g2u5SUFWqKa/E92/T4H3dqyrG5+vp3h6VdEGyPx+PQ935SrNkXDtA7b+3Tz6/+UO+t3md2WQC6gU5lAKAPvfVqlXx+B72LIinY7TZdcuVwFfbjanV3/fnBHfrg3VpddPEQHTkp++ALpBGn065jTsjXYUdm6Zm/7tHGdfX63OQcSwRiIJ0QCAGgDw0d4deMWf3kctFAA8khM8ulSMTQvuomDRjkM7uclBGPNfcQfOqZ/XXcjHz1K/KaXJF5snNcmvvtIUokpGBDXJs31GvYyICycxmqAkgFHJEAwCFKdGHoiLFHZGnaSfmSJCPRWxUhXXT3b6Sry23eUK+br9mg7Vu4l7Az3vh3pRZe96HK94aUme20dBjcz2azyeGwKRSK6ak/79LtP9mobfw9ASmBK4QAcIjsdpuee2qPqisjB5xv766Q3B67MjKdyslz6eTP9+ujCpGqbHZpxfPlqqnufI+03fnbGlEcUGF/j55duluX/7C4q2VahmEYeuaJ3Xrh72Waclyu3F7Oq3+W02nXt783Ukse2KFFt2zRSV+QJkwwuyoAB0IgBIAeUF0ZUcXecIfPx+OGtm4OKifXpXCeqw8rQ6qrqY6qqrzjv62eYLfbNOML/fSXh3Zq0/p6jRnHPa6fFYsltOSBHVr1WrXOOKdIx52Sz71yHcjIdOqS+cP1+B936uVn6jRuXINKDrfW/ZVAKuHUFgD0gYb6mAxDysjinhokpyMmZmnwMJ+W/fmTLjWDtortW4Jau2qfLrp4iI6fUUAYPAiXy64Lvz5II8c0X7UG0kVVVZXmzZunyZMna+rUqVq4cKFisfaHXVm5cqVmz56tCRMm6IwzztCKFStanguFQvrJT36i4447TlOmTNHXv/51bdy4sa9eRisEQgDoA3U1UXl9djmdfO0iOdlsNp1xbpFGj8lo6TAFUrAhpng8of4Dfbr6pjGW60n0UDiddk0+vjkc1uyLqKKsd690A31hwYIF8vv9evXVV7V06VK9+eabWrx4cZv5tm3bpvnz5+uqq67SmjVrNH/+fC1YsEBlZWWSpLvuukvbtm3TP/7xD73++usaO3asrrjiij5+Nc04MgGAXhaNJBRqSigzi1b6SG7DRwU088wiOZxc/ZKk8r0h3Xb9Rj37xB7FYgkFMvkMd4dhSI/ev1133bqZAeyR0rZv365Vq1bp6quvls/n05AhQzRv3jwtWbKkzbzLli3T5MmTdeqpp8rpdGrWrFmaMmWKHn/8cUnSli1bZBiGDKP5BJzdbpfPZ05PzwRCAOhldrtNefku+QM0F0XyM2Ro+ZN79Oo/K8wuxVTbPw7q1zd+JIfDps9N4argofrC+QPUGIzr0Qe2txwAA6lm8+bNysnJUf/+/VumjRo1Srt371ZdXV2reUtLS1VSUtJq2ujRo1uahV5yySX66KOPdMwxx2jChAl6+umn9dvf/rbXX0N7CIQA0MvsDik71yW7nasuVuXz21NqmJHK8rCe/utuy17N2bCuTncu3KzcfJcu/d4I5eS5zS4p5eXmuXXu3EF6f3WtXv1XpdnlAG0Eg0E1NDS0/ItE2vYcHgwG21zF2/+4sbHxoPN6vd6W+eLxuE4//XS98sorWrVqlWbMmKF58+YpHO77ptW0fQCAXhQOxVVXG1N2jpNAaGFuj6PLQ0gMHubTlOPyermy9s34Qj+9v6ZWz/x1ty66eKgpNZjpzX9XadhIv770zaFyezh33lMO/1yWjjkhT8se26WjpuYqgya4SCKzZs1q9fiKK67Q/PnzW03z+/1qampqNW3/40Ag0Gq6z+dTKBRqNS0UCikQCCgajeqqq67S/fff33K18cc//rGmTJmi119/XaecckqPvKbO4pMIAL2oriam+rqYcnL5ukXXhpDIzjWvZ8bMLJdmntlPy5/cq6On52vE6MDBF0oD+6oi8gccmnPRANnszQOto2d9/pwiTTg6lyb0SDrLly9v1RTU7W7bMqC4uFg1NTWqrKxUQUGBpOZ7AYuKipSZ2Xq4npKSEq1fv77VtNLSUh1xxBFqbGxUbW1tq6uQDodDNptNLlfff/dz2gsAeolhGKqviymQ4aCLeqScY07M18AhPr3zZrXZpfS6RMLQU3/ZpZ9f86HK9oTkdNkJg73E5bJryHCf6uti+ujDerPLAVoEAgFlZGS0/GsvEA4fPlyTJk3SLbfcooaGBu3cuVP33nuvzj///DbzzpkzR6tWrdLy5csVi8W0fPlyrVq1SmeddZays7M1adIk/epXv1JVVZXC4bB++ctfKjc3V5MmTeqLl9sKgRAAekljMK543FBGJmfCkXrsdpsuvmK4zjinyOxSelU0mtCffrdNLz1Tphmz+ikrhzHz+sKaN6q16JbN2rG18YDzdXdMTMbSRG9ZtGiRYrGYZsyYoQsvvFDTp0/XvHnzJEkTJ07U008/Lam5s5l77rlH9913n6ZMmaJ7771Xd911l0aMGNGynuHDh2vOnDk64YQTtGXLFj344IPy+/19/ppowwQAvaS+LiaXy8Y9SEhZPr9D0aihtav2adjIgPIK0qtzlcZgTPff8bE+3hzUFy8ZovFH0ZtoX5lwdI5eX1Gpxxfv0P/9dEyH91jb7TY999QeVVe27eCjI3kFbp1x9oCeKhVopaCgQIsWLWr3ubVr17Z6PH36dE2fPr3D9dx+++09Xl93EAgBoJdk5zjl99NcFKktGknor4t3asgIv777g1Fp9fdcVxNVdWVEl1wxXMMtcp9ksnA4bJp94UD94bdb9dYrVTr2pIIO562ujKhiL4PaA72F09YA0EvcHgcdJyDludx2zfniQK1/r06vvJQewwXs2NqoYENM/gynrrqhmDBokhGjA5owJVtP/cW6Q5wAyYBACAC9oLI8rIa6zg0vACS7w8Y3Dxfw5JJP9Mn2A9/zlezWvFGtX9+4Scv/tkeJhEHnMSb7/DlF+sK5RfL6OHkGmIVACAA9LB43tK8qqliMTg2QPj5/TpEK+3u0/Mk9ZpfSLYmEoWeX7tYf79mmI47K1slnFJpdEtQ8xMnnpuQoFjMUj/OdCZiBewgBoIc11Dc3fQpk8BWL9OFy2fWV7wxVVnbqdSyTSBi67zdbtP69Op02u79OOK0gre6FTAdLH9mpUFNCl1wxwuxSAMvhCiEA9LD62qi8PrucTg44kV5yct2y26XtW4J69+19ZpfTJUNH+PW17w7TiacXEgaTUGF/j959a59272wyuxTAcgiEANCDYjFDTY0JBTK4Hwbp67WXK/XHu7fqP+/Vml1KhwzD0OsvV+qlZ/eqvi6m404pUMnhmWaXhQ4cdUyucvJcKdskGUhlBEIA6EF2u9R/gIfmokhrZ5xbpDFHZOnBO7dqa2nQ7HLaCDVJDy7apsce3KHdO0NKJBJml4SDcDhsOun0Qq1dVaNdO1K74yIg1RAIAaAH2WySP+Cg50KkNbvdpou+MVhFg7363S9LVbY7ZHZJLTb9p15PPSxt3hDUl781RGd9cSBNRFPExKm56lfk0faPCYRAXyIQAkAPiUUT2vNJSNEoVyOQ/lxuu7562VDlFbpVsy95hlj594sVysyRrvjhSI2bkG12OZbn9Xo7Pa/DYdMV143W5Gl5vVgRgM8iEAJAD2mojynYEJfdztWIrvL57TK6maO7u1y66sv30h9w6rLvj1TRIK9CoZgpzUcNw9CaN6r1wZoaNdTHdPaXBuqkWVJWjqvPa0k1vf13YnfYVVxSLLuj83+TDodNdbVRffhBXfeKA9Bl3OQCAD2kvi4mn99Oc9FucHscstmlFc+Xq6a681ebcvJcOvnz/XqxstTT1++lzWaTYRha8Vyllj+5R1+8ZKiOO7mgy+vpju1bgnrqL7v00YcNOuaEfA0d5ZfX6xAtRDunO38ng4f5NOW4vE4uZ6ipsUkDBmfp5M/37/Q23nmrWs8+sUc33XGE8gpSb5gTINUQCAGgB4RDcYWaEirsz8HLoaipjqqqPGx2GWmhr9/Lo6fnqbwsrMf+sENbNwd19pcGKSOzdw4zgg0x/fmhHVr7do36FXn01e8M09gj6EG0O7r6d5Kd6+r0coYMBYMh+fy+LtU04egcvfh0mV79Z4XO+uKgLi0LoOtoMgoAPaCyPNLSoQxgRQ6HTXMuHKCzvzxQ762u0c9+sF71tT13b6FhGNr9SfMYdXa7TfU1UZ07d5Dm/2g0YTDNeDwOTZqWq9derlQkTJtwoLdxhRAAekBBf7dCjdw/CGuz2WyacmyeDjsiS+vfr5PTZVcsltB7q2t05KQcud1dPw9dWxPVB+/U6PWXK/XJ9ib94KYxyslz6eL5I3rhFSBZHHNCvt5YUaXVb1SbXQqQ9giEANADnE47VweB/8rIcmrq9DyFw3Ft3tCoP969TT6/XZOPzdO4z2Vp0FB/u/eGGYahhrqYMrObmyXec3upNnxQJ5tNGj02Q1/77jBl5XDoYgV5BW6ddHqhcvNd2rbF7GqA9Ma3KgAcojf+XaltpUH5/QRC4LOGjvTr+z8t1rtv1ejdt/fp1X9Wavhov7734xJFwgnddWupDMNQIiHVVEcUbIjr5kVHyOW2a8Rovw4/MlNjxmXKn8Ehi9WcemZ/eb0OrV1VY3YpQFrj2xUADtHrL1cqHEoQCIEO5Bd6NHN2f516Zj/V1cQUCsXVUB9TNJJQ/4Ee2Ww22ezS2PGZ6j/Qq1gsIZtdOraPeitF8ird2KBPtjfK4+H7FegtBEIAOARVFWFt29KoEcUByTDMLgdIajabTdm5LmWruUmoy23X2V+iF0l0bPcnTdrxcZOGj/LL1Y17UAEcHJ8sADgEa1fVyOm0KSePQbABoKdNmJIju12qq42ZXQqQtgiEAHAI1r69TyWHZzIYPQD0ArfHrtwCt+pqozJohQH0CgIhAByCC78xRDO+0M/sMgAgbRUUuhWLGmpqZExCoDdwDyEAHIL8Qo9iMQ5SzOLz22UkJBunN4G0lZHlVH6hS24PLTGA3kAgBIBu+tPvtmlkSUDjj8o2uxTLcnscstmlFc+Xq6Y62unlBg/zacpxeb1YGYCeYrPZlJXtkt1OIAR6A4EQALphX1VEq16r1rCRfrNLgaSa6qiqysOdnj87l06AgFRiGIYqy6Py+R3KzOLwFehJNLIBgG5Yu6pGDqdNY8dnml0KAKQ9m82mcCiumuqI2aUAaScpA+H69es1d+5cTZ48Wccff7xuvvlmRSLNXwDvv/++LrjgAk2cOFGnnHKKnnjiCZOrBZAuEonO92D33qp9Kh6bIa+PwZIBoC9kZjkVakooEum9+7a78jvQE8sBySDprrknEglddtlluvTSS/XII4+ovLxc3/jGN5Sbm6uvfOUruvTSS3XllVfqoosu0urVq3X55ZdrzJgxOvLII80uHUCKs9tteu6pPaquPPAZ6Eg4oS0fBTV8tF+rX6/mXjQA6AP+QPM9w/U1UeX38/TKNjr7O/BpeQVunXH2gF6pB+gLSRcIa2trVVFRoUQi0TLejN1ul8/n04svvqicnBzNnTtXkjRt2jTNnj1bS5YsIRAC6BHVlRFV7D3wvWiGYWjAYK8ScUP1dQyWDAB9wW63KZDhUH1dTHmFbtlsvdPJTGd+B4B0knSBMDc3V9/4xjf0i1/8Qrfffrvi8bhmzJihb3zjG7rttttUUlLSav7Ro0dr6dKlHa4vEom0NDeVpGAwKEmKx+OKx+Odqmn/fJ2dH72D/ZA80nVfOBwOSYYMHbjpjyFDHq+t5dH/pnalyVDzvIl415o+2R321tv63+Zl2Drafve21e72OqU778mhvY9JsdwB90XqvCfd+TtJJsny/dT1z07fv/+9/vk2Wv+3J76DsnKcsuXqINtufq47fwOd/R3oqe31lWT5XCQj3pMkDISJREJer1c//vGPdf7552v79u264oortGjRIgWDQfl8vlbze71eNTY2dri+++67T3fffXeb6evXr9fevXu7VNu6deu6ND96B/sheaTTvvD5fDr88MPVGGxUQ31Th/PF41JttRTIlJwuKRxq7q0yFA4rGOz4u+izAv8dYHnLli0KhUKdWsbr9aq4pFhNjU0KBlsvEzzA92B3tnWw7R1Id96T7r6Pybhce/siFd6T7v6dJKuNGzeatu3ufHb6+v3vy893U1Pzd2pPfQfZ1Pxd3JGMzOYnN23a1LLtzujs70BPbc8M6fS73VOqqqrMLsF0SRcIX3rpJb3wwgt6/vnnJUnFxcW6/PLLtXDhQs2ePVv19fWt5g+FQgoEAh2u77LLLtPFF1/c8risrEyzZs3SuHHjVFRU1Kma4vG41q1bp/Hjx//3zBHMwH5IHum8L/wBvzIyO35NtfuiioQj6j/QK4fDJo+3+T4Wr8ejA3wVteHzNy83atSoLtfo8/sUCPy3TzCjOYAE/P7mo6Qe3lab7XVCd96T7r6PSbXcAfZFKrwnh/p3kizi8bg2btyosWPHmv791JXPjlnvf69+vv/7mdh/Mr+nvoOaGuOqr4mraLCn3Waj/kBzjWPGjOnW9g72O9DT2+sL6fy7fai6eoEoHSVdINyzZ0+rJp6S5HQ65XK5VFJSotdff73Vc6WlpSouLu5wfW63W263u+VxQ0ODpOYmAV39QHRnGfQ89kPySM99YZOto2QlqaE+Lq/PLqfD3jJ/Z5ZrbzvS/uZQ3a+xpWmiTQfY/qFsq/X2Ojt/15c7tPcxGZY78L5Infek+38nycXhcCTBa+n6/u77mnvv7+vTnwmp576DbLIp2BBXJGTI62tvnc3zdv/3qXvvSSr8Hqbn7/ah4f1IwmEnjj/+eFVUVOj3v/+94vG4du7cqd/97neaPXu2Zs6cqcrKSi1evFjRaFRvvfWWnnnmGZ133nlmlw3AAuIxQ03BuAIZ/HgAgFm8PrvsDqmhnk69gJ6QdIFw9OjRuu+++/Tyyy9r6tSp+trXvqZTTjlF3/ve95Sbm6uHHnpIzz//vKZOnaobbrhBN9xwg4455hizywZgAQ0NzQcf/kDSNa4AgKTl89tl9GBfOTabTYGAU/V1sZYe6QF0X1Ie1Rx77LE69thj231u/Pjx+stf/tLHFQGAlJHhkG2AR05n73R1DgDpyO1pHj9wxfPlqqmOdnq5wcN8HY7zun/4iXAoIa+PVhvAoUjKQAgAychmt8kf4MADALqjpjqqqvLOj++Xnevq8Dmvz67+Az1ye5KusRuQcvgUAUAn1NfFVLY7TPMkAEgCNptNfr9DvTQ2PWApBEIA6IT62qii0US7XZwD6Lru3lPWk/eiJZNDuc8uXd+Tg4nHDO3eGVKoiYHFgUNBk1EAOIhEwlBjMK7cvI6bLwHomu7cU5aT59LJn+/Xi1WZp7v32aXze3IwdocUaoorWB/jPkLgEBAIAeAggg0xGYbkZ7gJoEd19Z4yK+A96TybzSaf36GGhrjyrZmJgR5Bk1EAOIiGurjcHptcLr4yASCZ+AMORcIJRaMWbTcL9ACObgDgIPIKXSoodJtdBgDgM/z+5pYbQQapB7qNJqMAcBBOp10OO53JAECysTts6j/Aw5BAwCEgEALAAVSWh2WzSdk5dCgDAMnIH3DI7uCkHdBdNBkFkLQSie6N+dfd5dpbT+2+qBJxxh4EgGRlGIbK94QVbKDZKNAdXCEEkLTsdpuee2qPqisjnV4mr8CtM84e0CPbbwrGlUhIgQy+KgEgWdlsNoVCccnG9zXQHXxqACS16sqIKvaa0wV7Q31MLpdNLjdNkQAgmfn9DtXXx2QYtOgAuoomowDQDsMw1FAfkz/DIZuNQAgAycwfcCgRl0JNDD8BdBVXCAGgA0WDvaKfAgBIfh6vXXaHuI8Q6AYCIQC0w2azyeOxS7Q+AoCkZ7PZVNjPI4+Pxm9AV/GpAYDPMAxDu3Y0qakxbnYpAIBO8gcccrk4tAW6ik8NAHxGU2NcjcG4GIseAFKHYRiqqoh0qWdqAARCAGijoT4uh9Mmt4evSABIFTabTY3BuCrKzOmZGkhVHO0AwKcYhqGGupgC9C4KACnH77ertjqqRIIbwIHOIhACwKfU18YUjxsKBBxmlwIA6CKf36FYzNDOrY1mlwKkDAIhAHxKRqZT/Qd65PHy9QgAqWb/8BMfflBndilAyuCIBwA+xWaT/H6aiwLpxujmeOXdXQ7msNlsGjrCr8M/l2V2KUDKYBxCAPivraVBbVhXr6xspxyMSA+kFZtdWvF8uWqqo51eJifPpZM/368Xq0JvKOjn0cDBPrPLAFIGgRAA/uudN/cpWB9TTi5fjUA6qqmOqqqcHijTnWEY+tfycpUcnqGRJRlmlwMkPY56AEBSImFo7ap9ys1301wUAFKYzWbTGysrta86QiAEOoF7CAFA0rbSoGqqo8rNd5ldSo/z+e3cBwXAUkaPzdCGD+pkGAw/ARwMVwgBQNK7b9coM8upjCynqisiZpfTo9weR7funxo8zKcpx+X1YmUA0DuKD8vQ269Uq6IsrH5FXrPLAZIagRAAJM2c3V/Fh2fo3bf2mV1Kr+nq/VPZuel3tRSANYwsCchulzauqycQAgdBk1EAkOTx2DVspN/sMgAAPcDjcWjm7P4aOJTeRoGD4QohAMt7btkeNdTHNHN2f7NLAZBE9t9/a+P0eUo6YWahMjNp6QAcDIEQgKUlEoZee7lSY47INLsUAEmG+29TWzSS0FuvVmnsEZnKL/SYXQ6QtAiEACxt25bm3kXHT8w2uxQASYr7b1PX44t36pwvDdLJn+9ndilA0qIRBABLe/et5t5Fh43i/kEASCcut11DR/i1aX292aUASY1ACMCyEglD7769T0dMzJLdzmD0AJBuRpYEVLqxXokE4xECHSEQArAsu92m7/zfSB13SoHZpQAAesHIkoCaGhPaua3R7FKApMU9hAAsLTfPrThnjgEgLQ0e5tMRE7Nls9EKBOgIVwgBWFI8bug3N23Sxv/UmV0KAKCXOJ12ffmbQzVkOOMRAh0hEAKwpM0b6rXlo6C8fofZpQAAelEkEtd/3qtVPEZrEKA9BEIAlvTuW/uUm+/S4GGcNQaAdFa2J6Tf/+pjbf84aHYpQFIiEAKwnHjM0NpVNRp/FPeVAEC6GzDYJ4/Xro8+ZPgJoD0EQgCW89GGejUG4xp/FIPRA0C6czhsGjE6wHiEQAcIhAAsZ8y4TH3n/0ZqwGCv2aUAAPrAiOKAtm4OKhZLmF0KkHQIhAAsJ5EwNGSEn+aiAGARI0oCGjjEp7qamNmlIMVVVVVp3rx5mjx5sqZOnaqFCxcqFmv/72rlypWaPXu2JkyYoDPOOEMrVqxo9fxjjz2mmTNnauLEiZo9e3ab5/sKgRCApXzwTo3uXLhZ4XDc7FIAAH1k0BCf5l0zWnkFbrNLQYpbsGCB/H6/Xn31VS1dulRvvvmmFi9e3Ga+bdu2af78+brqqqu0Zs0azZ8/XwsWLFBZWZkkadmyZbrnnnv061//Wu+++64uu+wyzZ8/v+X5vkQgBGApq16vVlMwLo+H4SYAwEqikYQqy0Nml4EUtn37dq1atUpXX321fD6fhgwZonnz5mnJkiVt5l22bJkmT56sU089VU6nU7NmzdKUKVP0+OOPS5IeeughXXXVVTryyCNls9l05pln6vHHH1dGRkZfvywCIQDraGqM6z/v1urIyXQmA/Qkg9uykAJe+WeFbrt+oxIJxiNEW8FgUA0NDS3/IpFIm3k2b96snJwc9e/fv2XaqFGjtHv3btXV1bWat7S0VCUlJa2mjR49Whs3blRTU5M2b94su92uuXPnaurUqfriF7+opqYmBQKB3nmBB+Ds8y0CgEk+eKdG0aihIycRCIGeZLNLK54vV011tFPzDx7m05Tj8nq5KqC1oSP8ampMaNeOJg0Z7je7HCSZWbNmtXp8xRVXaP78+a2mBYNB+Xytxy/e/7ixsVFZWVkHnNfr9aqxsVF1dXUyDEMPPfSQ7rzzTg0bNkx//etf9e1vf1vPPPOMBg8e3JMv7aAIhAAsY+2qGg0b5VdOHveQAD2tpjqqqvJwp+bNznX1cjVAW4OH+eRw2rRlUwOBEG0sX7681ZU/t7vtsYLf71dTU1Orafsff/bKns/nUyjUuolyKBRSIBCQy9X8HXjxxReruLhYkvSVr3xFf/7zn7Vy5UrNnTv30F9QF9BkFIBlzL10qM77yiCzywAAmMDltmvwUJ9KNzaYXQqSUCAQUEZGRsu/9gJhcXGxampqVFlZ2TJty5YtKioqUmZmZqt5S0pKtHnz5lbTSktLVVxcrLy8POXn57dplhqPm9PhHYEQgCUYhiG7zab8Qo/ZpQAATDJ8tF/7Otm0Gfis4cOHa9KkSbrlllvU0NCgnTt36t5779X555/fZt45c+Zo1apVWr58uWKxmJYvX65Vq1bprLPOkiR98Ytf1D333KMNGzYoFovp4YcfVllZmU499dS+flk0GQVgDXf/olQjRgV0/KkFZpcCADDJjC/0V0YGh7/ovkWLFulnP/uZZsyYIbvdrrPPPlvz5s2TJE2cOFE33XST5syZo1GjRumee+7Rr371K11//fUaNGiQ7rrrLo0YMUJS8z2KGRkZWrBggcrLyzVy5Eg98MADrZqt9hU+EQDSXlVFWBvX1Wv8UXQmAwBW5nDYFI8biscMOZw2s8tBCiooKNCiRYvafW7t2rWtHk+fPl3Tp09vd1673a5LLrlEl1xySY/X2FU0GQWQ9t55c59cLpsOOzLz4DMDSHler9fsEpDE/njPNi35w3azywCSBoEQQFozDENvv1atw47MYjB6IMX5/PaDjnlod9hVXFIsu4NDHLQvO9el0k10LAPsR5NRAGmtoiysst0hnTan79vkA+hZbo+jE2MeGmpqbJLP75PU3CSQcQ/xacNH+fXmv6u0ryqi3HyGIQIIhADSWr8ir65dOFa+AFcHgXRxoDEPDRkKBkMKBOyy/TcQMu4hPm346Obx4rZsatDkYzlRANCeAkDaSiQMRSMJZWQ55XDQeQAAQMrIdKqgn1vbtgTNLgVICgRCAGlrwwd1+sn3/qP6OsacAgD8z8Xzh+usLw4yuwwgKRAIAaStVa9Vy+tzKCOT1vEAgP/JyXVLhtlVAMmBQAggLYWa4nr/nRpNmJIjm43mogCA/wk2xHTnws3avKHe7FIA0xEIAaSltatqFIsa+twUBqMHALTm8zu0d3dIpRsZfgIgEAJIS6Ub6zWiONDcLAgAgE+x220aMtynjzfTsQxSz86dO3t0fdxYAyAtXfiNIaqujJhdBgAgSQ0d6dfrL1cpkTBkt3NrAVLHGWecoYkTJ+r888/X6aefLq/Xe0jr4wohgLTTGIwpGjHk8zP2IACgfUNH+NXUGNfe3SGzSwG6ZOXKlTr55JP14IMP6vjjj9ePf/xjrV27ttvr67FA2NBAG2wA5jMMQ7+4YaNe+Pses0sBACSxISP8umT+cOUXcGsBUkt+fr4uueQSPf3003r44YeVlZWla6+9VmeccYb+8Ic/qLq6ukvr63IgPProo9udftJJJ3V1VQDQ4+pqYqosj2jkmAyzSwEAJDG3267RYzPl8dKaBKkpFotp9+7d2r17t6qqquTz+fT+++/rtNNO07Jlyzq9nk7dQ7h9+3b95Cc/kWEYamho0Ne+9rVWzzc0NCgrK6trrwAAekH53rDyCt0aPspvdikAgCS3ZVO9PvqwQV+8eKjZpQCd9t577+nvf/+7nnvuOdlsNs2ePVuPPvqoxo4dK0l66aWXdP311+ucc87p1Po6FQiHDRum0047Tfv27dO7777b5iqh2+3WKaec0sWXAgA9KxE3VFUe1imz+jH2IADgoOrrYnr1n5X6wnkDlJnlMrscoFPmzp2r448/XjfddJNOOeUUuVyt/3YPO+ywLmWzTvcyOnfuXEnS4MGDdfbZZ3d6A91RU1OjW265RStXrlQikdCUKVN04403ql+/fnr//fd18803q7S0VLm5ufrud7+rCy64oFfrAZAawpGE7A6bJk7NMbsUAOgTPr9dRkKy0U1gtwwd2dyaZOvmoI6clGNuMUAnPfLIIzrqqKPaTH/llVd0wgknaPDgwbrttts6vb4uDztx9tln64MPPtDWrVtlGEab53rC/PnzlZ2drZdeekl2u13XXXedfvzjH+v222/XpZdeqiuvvFIXXXSRVq9ercsvv1xjxozRkUce2SPbBpC6vF67Pjc5m7EHAViG2+OQzS6teL5cNdXRTi83eJhPU47L68XKUkNOrktZOU59/BGBEKnjW9/6lt59991W0xoaGnTVVVd1q7fRLgfC3/zmN3rggQdUWFgop/N/i9tsth4JhP/5z3/0/vvv64033lBGRnOnED//+c9VUVGhF198UTk5OS1XK6dNm6bZs2dryZIlBELA4uIxQ4mEQVNRAJZUUx1VVXm40/Nn59I8Umo+fh06wq8tH9FbPpLb9u3b9YUvfEHxeFyGYeiwww5rM097Vw07o8uB8O9//7t+//vf68QTT+zWBg/mgw8+0OjRo/XXv/5Vf/7zn9XU1KTp06frhz/8oTZv3qySkpJW848ePVpLly7tcH2RSESRyP8Gpw4Gg5KkeDyueDzeqZr2z9fZ+dE72A/Jo6/2hcPhkGTIkHHQefdVR1RbE1V+v+aDnEQ80eXt2R32Tm/vf4yW/3Znua7W2abG/21ehq2j7R9ajX2zXCrUeJDlDrgvUuc96ZvPTi++tnb3QxL9nSTFtvpouc++/Un6tzx5Wo4i0YTi8XiXfnc+u71kPj7hGKpjqfKeDBs2TE888YTq6up06aWX6oEHHmj1vMfjaZOTOqvLgbCxsVEnnHBCtzbWGbW1tdq0aZOOOOIILVu2TKFQSNdcc41++MMfqqCgQD6fr9X8Xq9XjY2NHa7vvvvu0913391m+vr167V3794u1bZu3bouzY/ewX5IHr25L3w+nw4//HA1BhvVUN90wHkNQ6rdJ7m9UqipeYDhLVu2KBTq/GDDXq9XxSXFampsUjDY+eXCoeYAGgqHFQx2/F30WYHGRJfrPFCNwQN8D3a3xr5cLhVq7Oxy7e2LVHhPuvM3KXXvs9MXr+3T+yEZ/07M3FZfLxcOh/u0xu78Lbs80qZNlZ3+3fm0jMzmQLFp0yY1NXV+OTNwDNVWVVWV2SV02v6rgs8++6yGDBnSY+vtciA86aST9Mwzz2jOnDk9VsSnud3N9/5cf/318ng8ysjI0IIFC3ThhRfq3HPPbfPBDoVCCgQCHa7vsssu08UXX9zyuKysTLNmzdK4ceNUVFTUqZri8bjWrVun8ePH//fMEczAfkgefbkv/AG/MjIPvI2GupgSibDy8j3y+ZtPGo0aNapb2/P5fQoEOt87g8frkSR5PR4d4Kuone00L9edOlvVaDQf+Ab8fqmD1rLdrbEvl0uFGg+63AH2RSq8J4fyN9m8fOc/O7362trZD0n1d5IE2+qz5f67Lzye5P9b3vBBnRxZzct15nfn0/yB5uXGjBnT+SL7GMdQHevqBSIz3Xjjjbrxxht17733djjPrbfe2uX1djkQhsNhXXvttfr973+vgoKCVs89/PDDXS7gs0aPHq1EIqFoNNryBZJINJ/pOeyww/TYY4+1mr+0tFTFxcUdrs/tdreETKn5hkupuSlaVz8Q3VkGPY/9kDz6Zl/YZOso6fxXXU1MHq9dHo9D+48Am5uw9c72Pjv/oSzXvTr/t62WJnE2HWD7h1Zj3yyXCjUeeLkD74vUeU/65rPTe6+t/f2QPH8nybGtvlnu0/uit7fV3nJd+Vt+9V9VKhrk1Zhx2d3eXiocm3AM1VYqvR+f7dCzp3Q5EJaUlHS7fWpnHHvssRoyZIh+9KMf6dZbb1U4HNYdd9yhU089VWeeeaYWLVqkxYsXa+7cuXrnnXf0zDPPHDAlA0hvhmHIZpMys7r8dQYAgCRpyHC/Pvqw3uwygAO66aabJHXvKuCBdPkI6oorrujRAj7L5XLpkUce0W233abTTz9d4XBYp5xyiq6//nplZWXpoYce0sKFC7Vo0SLl5eXphhtu0DHHHNOrNQFIXjabTf0HeHvtrBkAIP0NGe7TG/+uUn1d54fuAMxSWVmp+++/Xz/60Y+0Zs0aXXnllcrLy9Odd97ZrWb/XQ6E1113XYfP9VRa7d+/v+644452nxs/frz+8pe/9Mh2AKQ2wzDUUB+T12tnuAkAQLcNHt48QP220s53XgOY5aabblJjY6MMw9DChQs1a9Ys+Xw+/exnP9Of/vSnLq/vkNtY7du3T2+99ZbOO++8Q10VAHRJsCGuvbvCGjjEK4+HQAgA6J7cfJcmTMmWx9vde2iBvrNu3TotX75cFRUV2rhxox566CFlZmZq6tSp3VpflwNhe1cB33jjjTadvQBAb6vdF5XbY5fHww84AKD7bDabLvj6EGXnuLT6jWqzywEOqKmpSV6vVy+99JJKSkqUm5urhoYGOZ3du9bXI0dRxx57rN56662eWBUAdEo0mlBjMJ6yncn4/HYZXR//GwDQSyKRhDb+p4570pH0jjzySN144426//77NXPmTFVWVupHP/qRjj766G6t75CPpGKxmJ599lnl5eUd6qoAoNNq90Vlt6tLY0UlE7fHIZtdWvF8uWqqO9eJweBhPk05ju9aAOgNn2xr1IOLtmnC0dlmlwIc0MKFC/Wb3/xGkydP1mWXXaYPP/xQkUhEN998c7fW1+VAOHbs2DadNzgcDl1//fXdKgAAusPttisnzyW7PbXvHaypjqqqPNypebNzXb1cDQBY16BhPtlsUn1tLOV/W5De+vXrp9tuu63l8ec+9zn9/ve/7/b6uhwIPzv4vN1u17Bhw1RYWNjtIgCgqwKZThkJmvUAAHqGx+NQ/4Fe1dfFlJ3DCTgkr2AwqMcee0zbtm1TItH6/pPujPrQ5XsIjz76aE2ePFler1eVlZWSpPz8/C5vGAC6q6oirHAobnYZQFrhvlageTzChrqY2WUAB3Tdddfp4YcfVjjcuRZGB9PlK4QVFRX6zne+o40bNyonJ0f79u3T8OHD9dBDD6moqKhHigKAjoSa4qqujKrfAJvcbnoXBXpKd+5rlbi3Fell2Ci/PvyguWMZxrdFsnr77be1dOlSDRkypEfW1+VA+Itf/ELDhw/Xww8/rEAgoPr6et1444269dZbdeedd/ZIUQDQkZp9UTmdNvn9qdmZDJDsunJfq8S9rUgvE4/O1Y6tjdpX2fmTIkBf83g86t+/f4+tr8un19966y3ddNNNCgQCkqTMzEzdeOONevPNN3usKABoTzxmqKEupsxsJ2duAQC9IhE3FI9zjzqS15e//GXddtttqq7umTEzu3yFMJFItDkQs9lscrk4Qwigd9XWNJ+xTdWxBwEAya90Q1DRaEIDh/jMLgVo11//+lft3r1bf/7zn9s8t2HDhi6vr8tHVVOnTtWNN96om266SX6/X8FgUDfeeGO3B0IEgM7KyHTIbnfL4eDqIACgd3j9DtXvjXEfIZLWp4ec6AldDoRXX321Lr74Yh199NHKyclRTU2NRo0apfvvv79HCwOAz3I47crI5McZANB7ApkO7d1lKBYz5HLxm4Pks/9CXG1trXbu3KnDDz9csVhMbre7W+vrUiA0DEOxWEz/+Mc/tGbNGlVVVWnXrl365je/KYeDDh4A9A7DMLTnk5ACGQ4FMmguCgDoPft/Z8JNCblc9GaN5BMMBvWTn/xE//jHP+T1evXkk0/q4osv1h//+EeNHDmyy+vr9F95Y2OjvvSlL+n222+X0+nUMccco2OOOUZ33323vvrVr6qxsbHLGweAzmhqTCjYEKfpDgCg17nddjmcNoXDDMyJ5HT77bersbFRzz33nFwul4YMGaKTTz5ZCxcu7Nb6Oh0If/e738nlcummm25qmZafn68VK1YoFovpvvvu61YBAHAw+6ojcrlt8vk5UwsA6H2DhniVV0CHiUhOK1as0G233aYRI0a0dO557bXXat26dd1aX6ePrl544QXdfPPNys/PbzU9Pz9fN910k55//vluFQAAB9LUGFdjQ1zZOS6uEAIA+gSdlyGZJRKJlvsFDcNoM62rOh0Iq6qqNGzYsHafO+yww1RRUdGtAgDgQCrKwnI4bMrI5D5lAEDfiEQS2v5xo8LhuNmlAG0cc8wx+tnPfqampqaWk+W//e1vuz3qQ6cDYUZGhvbt29fuczU1NfL5GKsFQM8bNNSrAYM9XB0EAPQZp9OmaMRQqIn7CJF8rrvuOn388ceaMmWK6uvrNXHiRK1evVo//OEPu7W+TnfXN23aNC1ZskRXXHFFm+cee+wxTZgwoVsFAEBH6mujSiREL28AgD5lt9vkctsUbopLOdxLiOTi9Xo1b948rVu3TqNGjVJhYaEmTpzY7VEfOh0IL7vsMp177rnat2+fZs2apcLCQpWXl+u5557T3/72Nz366KPdKgAA2tPUGNdNP1ivfkVe2cmDAIA+5vHYuUKIpPOHP/xBd999t8LhcMv9g4FAQN///vc1d+7cbq2z04FwxIgRevDBB/XTn/5US5Yskc1mk2EYKikp0QMPPKAjjjiiWwUAQHteealCkYih7DyX6muiZpcDALAYj9euhvqoEglDdju3LcB8TzzxhH7/+9/r+uuv10knnaTc3FxVVVXp5Zdf1h133KGCggKdfvrpXV5vl0Z4Puqoo/TMM89o586dqq6uVmFhoQYOHNjljQLAgUTCCb38XLkmHZOrRMIwuxwAgAUFAk55fQ5xCzuSxWOPPaZbb71VM2fObJnWv39/felLX1J2drYeeeSRbgXCbjXEGjJkiD73uc8RBgH0itdXVKoxGNP0UwvMLgUAYFEOp00ej4NOzZA0tm3bppNPPrnd50499VR9/PHH3Vovd+YASDrhcEJTjstTXkH3xtMBAKAn1NZGVV0ZMbsMQJJks9nkdLbfwNPtdisUCnVrvV1qMgoAfeGEUwsUiXAjPwDAXNFwQo2NcU5QIq0RCAEkjWg0oZUvVujIo7Ll9tKAAQBgLo/XrrramOIxQw4nTUdhrlgspqeeeqrD5+PxeLfWSyAEkDReX1Gpp/68S0NH+NRvgNfscgAAFufxNJ+cDIXiCmRw2AxzFRQUaNGiRR0+n5+f36318pcNICmEQ3E9/9ReTTg6hzAIAEgKTpdNdrsUakookGF2NbC6l19+uVfWSyAEkBRWvlihxoa4Tjmjn9mlAAAgqbkTj7wCt7w+bmNA+iIQAjBdqCmul54t0+TjcrlxHwCQVDKznNw/iLRGIARgOo/Xri99c6gK+hMGAQDJJR43VF8XU2a2U04nVwqRfgiEAEwVjSZkGIZGlgTMLgUAgDYMw1BleUQul10ZWQRCpB/+qgGY6ok/7dRDd201uwwAANrldNrlcNgUCnWvS38g2REIAZhmx9ZGvfHvKg0bydVBAEDy8njtCjURCJGeCIQATGEYhpY+vFOF/T06enqe2eUAANAhj8eucKj5Fgcg3RAIAZji3bf2actHQX3h/AFyOOi9DQCQvLw+uwIZThkJsysBeh6dygAwRWMwrglTcjR6LCP9AgCSm9fnkC/glJ0TmEhDBEIApjjqmFyNn5RtdhkAAHRKNBpXLGqTx+swuxSgR9FkFECf2rurSX/9004FgzGzSwEAoNOqK6Iq3xs2uwygxxEIAfSZRMLQo/fv0H/eqxWNbgAAqYSOZZCuCIQA+szKFyu0tTSoc788SC43Xz8AgNTh8dplGFIkTM8ySC8ckQHoE5XlYT39+G5NPSFPw0cz7iAAILW4Pc2HzaEmAiHSC4EQQJ/44J0a+TMcOn1Of7NLAQCgy+x2m7w+uxI0GUWaoZdRAH1i2okFOuzILHpnAwCkrAGDvHI4uQse6YUrhAB61faPg3rlpQqFQjH5/IRBAEBqi8cNOpZBWiEQAug1jcGYHly0Va+vqFSCWy4AACkuEk5o6+ZGhUP8qCF9EAgB9ArDMPTo/dvVGIzroouHyOGgiQ0AILW53M2/ZaGmuMmVAD2HQAigV/z7hQq9v6ZW584dpLwCt9nlAABwyGw2m9weu0JcIUQaIRACKS6R6N59DN1drrPrfm91jY47JV+Hfy6r17YDAEBf83jsCnOFEGmEXkaBFGe32/TcU3tUXRnp9DJ5BW6dcfaAXqknkTAUjxv66mXDZKcPGQBAmvF47aqviymRMGS3czsEUh9XCIE0UF0ZUcXecKf/dSU8dkXZnpBu/dEGbd0clNNl44cSAJB2AhkODR/t5zfOoqqqqjRv3jxNnjxZU6dO1cKFCxWLxdqdd+XKlZo9e7YmTJigM844QytWrGh3vieeeEJjxozpzbIPiEAIoEfU7ovqnl+UKhoxlJHJpUEAQHqy222y2wiDVrVgwQL5/X69+uqrWrp0qd58800tXry4zXzbtm3T/PnzddVVV2nNmjWaP3++FixYoLKyslbzbd68WbfccksfVd8+AiGAQ1ZZHtZvfrZJ0WhCX798mPwZtEYHAKSvqsqwyveGzS4DfWz79u1atWqVrr76avl8Pg0ZMkTz5s3TkiVL2sy7bNkyTZ48WaeeeqqcTqdmzZqlKVOm6PHHH2+Zp6mpSd///vf1ta99rS9fRhsEQgCHJB43dM8vSmVIuvR7I5WbR4+iAID0ZiSkxob2mwkiNQWDQTU0NLT8i0Ta3l6zefNm5eTkqH///i3TRo0apd27d6uurq7VvKWlpSopKWk1bfTo0dq4cWPL45/97Gc66aSTdOyxx/bwq+kaTuMD6DbDMCQZOue/Q0tkZPKVAgBIfx6vXXW1McXjvddjN/rWrFmzWj2+4oorNH/+/FbTgsGgfD5fq2n7Hzc2NiorK+uA83q9XjU2NkqS/v73v2vLli36+c9/rnfeeafHXkd3cPQGoMsMw9D6d6V3X92uC742RENH+M0uCQCAPuP2NDeyY4D69LF8+fJWV/7c7rYtnvx+v5qamlpN2/84EAi0mu7z+RQKhVpNC4VCCgQC+vjjj/XrX/9aS5YskdNpfhwzvwIAKaW+LqqHf79NH75v07EnORRPGHI4uLkeAGAdLpdNNrsUZoD6tBEIBJSRkXHAeYqLi1VTU6PKykoVFBRIkrZs2aKioiJlZma2mrekpETr169vNa20tFRHHHGEXnjhBdXV1emcc86RJMXjzScWJk+erJ/+9KeaPXt2T72sTuEeQgCd9p/3anXLdRu0bUujTvi8oTPOKSIMAgAsx2azqX+RR1nZXFuxkuHDh2vSpEm65ZZb1NDQoJ07d+ree+/V+eef32beOXPmaNWqVVq+fLlisZiWL1+uVatW6ayzztJ3v/tdvffee1qzZo3WrFmj3//+95KkNWvW9HkYlAiEADrBMAwZhqGtHwXVf4BXl18zUgOHml0VAADm8fkdcjg5KWo1ixYtUiwW04wZM3ThhRdq+vTpmjdvniRp4sSJevrppyU1dzZzzz336L777tOUKVN077336q677tKIESPMLL9dnNYA0KGyPSH989kyBTKcOmVWPx03I1/Hn5ovI2FIn5hdHQAA5olGE6qqiCknn961raSgoECLFi1q97m1a9e2ejx9+nRNnz79oOucOnWqNm3a1CP1dQeBEEgiiYQhu93cs42GYeijDxv08nNl+s/aOgUyHDplVr9WtRmiVzUAAOpqY2qoY/gJpDYCIZBE7Habnntqj6or2459057ho/w67uTCHtl2OBSXx+vQnk9CWnTLZhUN9OrcuYN05ORsuVy0LgcA4NOcTpvsDqmhnkCI1EYgBJJMdWVEFXvDnZo39xCbqVRVhPXe6hq9+/Y+hZsSuuqGYvkzHLrs+yM1ZIRPNhv3RgAA0B6bzSaPx84VQqQ8AiFgQeFQXLddv0E7tzXJ6bSp+LAMTT0+T9FoQna7TUNHMq4gAAAH4/HY1VAfk2EYnERFyiIQAhYQixmqr40qGk2ooJ9HNrvUb4BHx55coDHjMuTxOswuEQCAlOMPOJWV61IiLjk4qkaK4k8XSFOGYSjUlFDNvqga6mKy2Zq7yI7HEpJh07lzB5ldIgAAKc3jtauwyMPwE0hpBEIgTcXjhnbtaG4SmlfgUkamk0HkAQDoYbU1UW38T53GHpFldilAt9B1IJBGGoMx7drRpFgkIRnSwCFeDRrqVXaOizAIAEAvKNsd1vNP7TW7DKDbkjYQxuNxffWrX9W1117bMu3999/XBRdcoIkTJ+qUU07RE088YWKFQPKIRhLasyukXTtCiscMRaMJSZLbbecmdwAAelEgw6kdWxuVSDBGL1JT0gbCu+++W2vWrGl5XFtbq0svvVRnn322Vq9erYULF+rWW2/VBx98YGKVgPnWv1ertatq1NgQU2F/twYM9sjlTtqPNgAAaSWQ4VA4lFB5J4eMApJNUh41vvnmm3rxxRd12mmntUx78cUXlZOTo7lz58rpdGratGmaPXu2lixZYmKlgPnsdpsyM50aPNSnjEwnVwQBAOhD/ozmnrq3bwmaXAnQPUnXqUxVVZWuv/563XvvvVq8eHHL9M2bN6ukpKTVvKNHj9bSpUsPuL5IJKJIJNLyOBhs/rDG43HF4/FO1bR/vs7Oj95hhf3gcDgkGTJ04GYnsWhC+6qiGjrSpwFDvBo1NqDK8vBBl/uf5vkS8US36uyrfWF32NWZ96O17r+2Q9le3yzXzjL/myTD1tF6+rLG7i6XCjUeZLkD7guLvidmbKvd/WDx98Ss5T779vdxjX31O+B02jRhSrZcblvSHqNY4Riqu3hPkiwQJhIJXX311br44os1duzYVs8Fg0H5fL5W07xerxobGw+4zvvuu0933313m+nr16/X3r1duwF43bp1XZofvSNd94PP59Phhx+uxmCjGuqbOpwvGpH2VTb/f+2+5vlC4bCCwQN/Fj4t0Nj8I7llyxaFQqFu17xx48ZuL3swXq9XxSXFampsUjDY+Rq7+9q6u71wyCWp6/ugO8sdaJngAb4L+7LG7i6XCjV2drn29oXV3xMztvXp/cB7Yu5y4XC4T2vs69+BQGNCX/5WsXbt3qz33tva6eXMkK7HUIeiqqrK7BJMl1SB8L777pPb7dZXv/rVNs/5fD7V19e3mhYKhRQIBA64zssuu0wXX3xxy+OysjLNmjVL48aNU1FRUafqisfjWrduncaPH//fKzgwg1X2gz/gV0Zm+6+vsSGu6oqQXG6b+g3wKDu3+SSJ1+PRQT4Krfj8HknSqFGjulVjPB7Xxo0bNXbs2F7fFz6/T4FA51u3H+pr6+r2PN7m7XV1H3RnuXaXMZoPfAN+v9RBa+G+rLG7y6VCjQdd7gD7wrLviRnbamc/WP49MWu5/+4Lj6dva+zr3wGf36N43JDPPUTFo/1JOSahVY6huqOrF4jSUVIFwr///e8qLy/X5MmTJanlrM4///lPXXPNNXr99ddbzV9aWqri4uIDrtPtdsvtdrc8bmhokNTcNK+rH4juLIOel/77wSZbO0f2kUhCez4Jyeuzq1+RR3a7Tf876mx/mQNtQ9rfNKb7HA7HIa/j4Pr6tXVve32zXNtlWprE2XSA9fRljd1dLhVqPPByB94X1nxPzNhW+/vB2u+JWct9el/09rbaW64vfwc+2dao++/YqmsXjtWQ4f5ubrf3pf8xVNfxfiRZpzLPP/+83n33Xa1Zs0Zr1qzRmWeeqTPPPFNr1qzRzJkzVVlZqcWLFysajeqtt97SM888o/POO8/ssoE+4XRK+YXuT4VBAACQDAYM8clul7Z/3PmmrUCySKpAeCC5ubl66KGH9Pzzz2vq1Km64YYbdMMNN+iYY44xuzSgV4Wa4qqvjSoRlzKznIRBAAAOwOe3y+hen2nd5nbb1W+Al55GkZKSqsnoZ912222tHo8fP15/+ctfTKoG6HvRSEK7djbJ5bLL62OQeQAADsbtcchml1Y8X66a6minlxs8zKcpx+V1e7uDhvq4QoiUlNSBELCyRMLQ7k+aZLfb1H+AhzAIAEAX1FRHVVXe+cHis3Ndh7S9wcN82rm1UfG4IYeD32ykDgIhkIQMw9DeXSFFI4YGDvbywwIAQJKbclyups8o5DcbKSdl7iEErCQRl6IRQ4VFbrk9fEwBAEh2NptN8biheKzzg9oDyYAjTSAJ2ezSwCEeBQJcxAcAIFU8/Ptt+tPvt5ldBtAlBEIgidTWRPWftbUKN8W5ZxAAgBSTnevSNnoaRYohEAIHkEh0r9lHd5YzDEOP3rdNjcG47Nx/AABAyhk8zKeq8oga6mNmlwJ0Gu3RgAOw22167qk9qq6MdHqZvAK3zjh7QJe39cpLlfrwg3oVH5ahWLSPB1ACAACHbPAwnyRp+8dBjftctsnVAJ1DIAQOoroyooq9ne+2ujv2fNKkZY99oqkn5CkeM7rUTTYAAEgOeQVu+fwO7fi4kUCIlEGTUSAJ7KuKaNBQnz5/dpHZpQAAgG6y2Wy64trROm1Of7NLATqNK4RAD/MHHEokDNntnb8PcPjogL61YAQdyQAAkOJy8lySwe85UgeBEOhhHq+j0/cehpri2rG1UYOH+jR8dEBTjsvroyoBAEBvKN8T0h9++7EuvmKE8gs9ZpcDHBSBEOglB7v30DAM7d4ZUjicUCDgUH4/fjQAAEh1/oBTW0sbtf3jRgIhUgL3EAImaaiPqzEYV36Bq0vNSwEAQPLKyHIqJ4/xCJE6CISACeJxQxV7w/IHHApkcKEeAIB0MniYT9u3NJpdBtApBELABE3BuAzDUH6By+xSAABADxs8zKcdWxuVSBhmlwIcFJcmABP4MxwaMtxHU1EAANLQuAnZGjoiIIM8iBRAIAT6WH1tVF6/nTAIAECayitwq/8ArxwOfuuR/GgyCvShYENMe3eH1RiMm10KAADoRavfqNar/6owuwzgoAiEQB8xDEOVZWF5vXb5/Q6zywEAAL1oW2lQr7xEIETyIxACfaS2JqZIxFBegVs2G01IAABIZ4OH+7Xnk5BCTbQKQnIjEAJ9IBE3VFURVkamQx4vHzsAANLd0OE+GYa0/WOGn0By48gU6AM2u1TYz6PcfIaZAADACgr6e+Tx2rWtlAHqkdzoZRToZcZ/+5z2B7hvEAAAq7DbbTr1C/01fHTA7FKAAyIQAr2ssiyiWMxQYX+32aUAAIA+dOzJ+crMpHUQkhtNRoFeFI0mVFMTldNFJzIAAFhNOBTX269Vqa42anYpQIcIhEAvqqqIyG6XsnO4GA8AgNVEo4aWPLBDH31Yb3YpQIcIhEAvaQzGVF8bU06uS3Y7VwgBALCajEyn8vJd2lZKT6NIXgRCoJc01MXkctuUlc3VQQAArGrwcD89jSKpEQiBXpLfz6NBQ7wMQg8AgIUNGeHXzm2NisUSZpcCtItACPSCtav2KRJOEAYBALC44aP8GnNEphqDcbNLAdpFWzagh9XXRvWPpXs0fJRf5EEAAKxt4BCfvvad4crI5LAbyYkrhEAP++jDBuXmu5RXyLiDAACguaO5PZ80mV0G0C4CIdCDwqG49u4K6aTTC+lZFAAASJJeerZMv/v1FrPLANpFIAR6UHVlRF6fXROn5ppdCgAASBJDR/hVVR5RbQ0D1CP5EAiBHpSZ7dSYcZlyOLg6CAAAmg0d4Zckbd3M8BNIPgRCoAd5fQ4V9PeYXQYAAEgi2bku5eS59PHmBrNLAdogEAI9IBJJ6JPtjYpFrDPGkNfrNbsEAABSxojRATUx9ASSEP3fAj1gX1VEkXBCdgs0FTUSkt1hV3FJcZeXs3EKCgBgUed9dZAyMl1mlwG0QSAEDlE0mlBdTUy5+S5L9Cxqs0srni/Tnk/q5PP7JB38NefkuXTy5/v1fnEAACQpm82maCQhGZLLzRlSJA8CIXCIaqqistulrGzrfJxqqqMqLwspELDL1olACACA1RmGoZ9fs0EzZvXTqV/ob3Y5QAtOTwCHIJEwVF8XU1aONa4OAgCA7rHZbCro59bHH9GxDJILgRA4BHa7TYOH+ZSdY52rgwAAoHuGjvDr481BGYZhdilACwIh0E2JhKFYLCG7XVwdBAAABzV0pF/1tTFVVUTMLgVoQSAEuqmmOqrtHzcqkeAsHwAAOLghw32SpB1bG02uBPgf2rkB3ZBIGKqpjigQcHJ1EAAAdIo/4NSPbhurQUP8ZpcCtOAKIdANdbUxxePi3kEAANAlgQwnrYuQVAiEQBcZhqF9VREFMhyMIwQAALpk25agfn7Nh2pqjJtdCiCJQAh0WTxuyOWyKTvXZXYpAAAgxQQynCrfE9a20qDZpQCSCIRAlzkcNhUN9Mrj4eMDAAC6pqCfW4EMh0o3MR4hkgNHtEAXNDXG1VAXY/ygJObz22UkzK4CAID22Ww2DR8VUOlGAiGSAz1iAF1QWR6WYUgDBnnMLgUdcHscstmlFc+Xq6Y62unlBg/zacpxeb1YGQAAzYaP9uuFv5cpGknQHwFMRyAEOqmpKa5QU0L9ityy2RhqItnVVEdVVR7u9PzcEwoA6CvjJ2Wr+LBMOZwcT8B8BEKgk/ZVRuRy2eQPOMwuBQAApLDMLJdy8+yMZYykwDVqoBMi4YSCDXFl57q4OggAAA7Zmjeq9eSST8wuAyAQAp3hdNqUV+hSRiZXBwEAwKGrrYnqtZcrFY/TUR3MRSAEOsMmZWdzdRAAAPSM4aMDCocS2rWjyexSYHEEQuAgdmxtVFVFxOwyAABAGhk01Cuny6bSjfVmlwKLIxACB9AYjGn3zibGHQQAAD3K6bRryHA/4xHCdPQyChzAK/+slJFobi4KAADQk046vZDey2E6rhACHYhEEvr38+Uq6OdmnCAAANDjRo/N0MiSDLPLQBdUVVVp3rx5mjx5sqZOnaqFCxcqFou1O+/KlSs1e/ZsTZgwQWeccYZWrFjR8lw4HNbChQt1wgknaNKkSbrgggv01ltv9dXLaIVACHRg03/qFGyIqf8gr9mlpDyf3y4jYXYVAAAkn9f+VakNH9SZXQY6acGCBfL7/Xr11Ve1dOlSvfnmm1q8eHGb+bZt26b58+frqquu0po1azR//nwtWLBAZWVlkqRf/epXevfdd/X4449r1apVuuCCC/Sd73xHu3fv7uNXRJNRoEPjJmTr/24q0YrnKhSsa//MDzrH7XHIZpdWPF+umupop5YZPMynKcfl9XJlAACYa82b1dq51avDjswyuxQcxPbt27Vq1Sq98sor8vl8GjJkiObNm6df/vKX+ta3vtVq3mXLlmny5Mk69dRTJUmzZs3Sk08+qccff1xXXnmlwuGwrrzySg0YMECSdOGFF+pXv/qV1q9fr4EDB/bp6yIQAu2o3ReV02VTTq7b7FLSSk11VFXl4U7Nm53LfZsAgPQ3fFRA76+pkWEYDG9lomAwqIaG/3Xw43a75Xa3Pg7cvHmzcnJy1L9//5Zpo0aN0u7du1VXV6esrP+F+tLSUpWUlLRafvTo0dq4caMk6Wc/+1mr5958803V19dr7NixPfaaOosmo8BnGIahe24v1RN/2ml2KQAAIM2NKgmoriamst0hs0uxtFmzZmnSpEkt/+6777428wSDQfl8vlbT9j9ubGw86Lxer7fNfJL03nvvacGCBbriiis0ZMiQQ30pXcYVQuAzNqyr164dTTr9rP4HnzlF7b+nz8YpIQAATDVsVEAOh00b19eraJDv4AugVyxfvrzVlb/PXh2UJL/fr6amplbT9j8OBAKtpvt8PoVCrUN+KBRqM98TTzyhW265RVdeeaUuvvjiQ3oN3UUgBD7jhb/v1eBhPo0sCRx85hTVnXv6JO7rAwCgp7k9ds2Y1U8DBxMGzRQIBJSRceAeX4uLi1VTU6PKykoVFBRIkrZs2aKioiJlZma2mrekpETr169vNa20tFRHHHGEJCkej+umm27Siy++qHvuuUfHHntsD76aruH6APApH29uUOnGBp1wWqEl2vHvv6evs//q6VwHAIAed+LphWl9IjpdDB8+XJMmTdItt9yihoYG7dy5U/fee6/OP//8NvPOmTNHq1at0vLlyxWLxbR8+XKtWrVKZ511liTp1ltv1SuvvKK//e1vpoZBiUAItBKsj6n48AwdNj7z4DMDAAD0gFg0odWvV6uirHMdr8E8ixYtUiwW04wZM3ThhRdq+vTpmjdvniRp4sSJevrppyU1dzZzzz336L777tOUKVN077336q677tKIESNUXV2tJUuWqLKyUmeeeaYmTpzY8m//8n0pKZuMbty4Ub/4xS+0fv16uVwuHXfccbr22muVl5en999/XzfffLNKS0uVm5ur7373u7rgggvMLhlpYsy4LA0Z4Te7DAAAYCU26a9/+kRnnFOk02YXmV0NDqCgoECLFi1q97m1a9e2ejx9+nRNnz69zXx5eXnasGFDr9TXHUl3hTAUCulb3/qWJk6cqNdee03PPvusampq9KMf/Ui1tbW69NJLdfbZZ2v16tVauHChbr31Vn3wwQdml4008ObKKu3+pOngMwIAAPQgp9Ou4aP82vSferNLgQUlXSDcvXu3xo4dq8svv1xut1u5ubm66KKLtHr1ar344ovKycnR3Llz5XQ6NW3aNM2ePVtLliwxu2ykuMrysJY8sF0b1tWZXQoAALCgkSUZ2vJRg6LRhNmlwGKSrsnoyJEj9Yc//KHVtBdeeEHjxo3T5s2b2x3gcenSpR2uLxKJKBKJtDwOBoOSmnv2icfjnapp/3ydnR+9ozf3w4vP7JU/4NDEo7OViP/vi9jusEsyZMjowtqMlv/2/nJ9ua1PLfe/xWXYOrN8Cr22pF6unWU6tS9S9LWl2nIH3BcWfU/M2Fa7+8Hi74lZy3327U/GGntwuU8fP3THiGKfohFDWz6qV/HYA/d22VUcy3aM9yQJA+GnGYah3/72t1qxYoUeffRRPfzww50e4HG/++67T3fffXeb6evXr9fevXu7VM+6deu6ND96R0/vh8YG6c2V0rijpM2b/9ee2+v1qrikWE2NTQoGOz9YbDjkkiSFwmEFgx3/bfbEcn25rVbLRZpveg8e4LN3qNsz7bUl8XIHWuZA+yLVX1uqLdfevrD6e2LGtj69H3hPzF0uHA4nfY2HslygsTkIbtmypc24c11hGNKQkdLHW0rVhcOOLuFYtq2qqiqzSzBd0gbChoYGXXfddVq/fr0effRRjRkzRj6fT/X1rdtWtzfA46dddtllrQZ5LCsr06xZszRu3DgVFXXupt14PK5169Zp/Pjxcjgc3XtBOGS9tR+eXLJLbne15pxfLK+37Xp9fp8Cgc63rvZ4PZIkr8ejA/xp9shyfbmtVsu5PZIaFfD7pU6MzpFSry2Jl2t3GaP5wPdA+yJlX1uqLXeAfWHZ98SMbbWzHyz/npi13H/3hceTxDX2wHI+f/Nyo0aN6vxCHTjiCCkz2ym7vWeHvuJYtmNdvUCUjpIyEO7YsUPf/va3NXDgQC1dulR5ec0DYZeUlOj1119vNW9paamKi4s7XJfb7Zbb7W553NDQIElyOBxd/kB0Zxn0vJ7eD9NOLNDAoX75A64O5rDJ1pnU86n5+265vtzWp5b73+KdXD6FXltSL9d2mZYmcQfcF6n52lJtuQPvC2u+J2Zsq/39YO33xKzlPr0ventbybBc820mhyYWTeij9UGNHpshTzsnqQ8Vx7Jt8X4kYacytbW1+vrXv66jjjpKDz74YEsYlKSZM2eqsrJSixcvVjQa1VtvvaVnnnlG5513nokVI9Xl5Lk17nNZZpcBAAAsrqY6qnt/uUWbNzSYXQosJOmuED755JPavXu3nnvuOT3//POtnlu7dq0eeughLVy4UIsWLVJeXp5uuOEGHXPMMSZVi1TWGIzpzoWbdeYFAzRkOGMPAgAAc+X3cysnz6UPP6jTEROzzS4HFpF0gfDiiy9udc/fZ40fP15/+ctf+rAipKsVz1do7+6QcvPcB58ZAACgl9lsNpUcnqn179VKXx9idjmwiKRrMgr0habGuP79QrmmHJenjKykOy8CAAAsquTwDFWWR1S+t5e6GgU+g0AIS3rlpQqFwwlNn1FgdikAAAAtRo4JaMhwnxrqY2aXAovg0ggsxzAMvb+mRpOn5So7t6OeRQEAAPqex+PQd38wWlk5HKajb/CXBsux2Wz6zg9GqTHImTcAAJB8EkZCO7c1qmiQT243DfrQu/gLg6U0Nca1e0eTEglDXh/jzgAAgORTWR7RL27YpI/W15tdCiyAQAhLWfliuW7/yUY1NcbNLgUAAKBdBf3cys13af37dWaXAgsgEMIymhrj+tfyck2aliufn6uDAAAgOdlsNhUfnqn179fKMAyzy0GaIxDCMv79Qrki4YROOK3Q7FIAAAAOaMzhGaoqj6h8T9jsUpDmCISwhMZgTP9aXq4px+UqO4eeRQEAQHIbWZKh/EK39lVHzC4FaY5eRmEJ8bihIydl68TTuToIAACSn9tj1//9dAzDT6DXcYUQluD1OTTnooHKzOLqIAAASA2GDFVVRBQJJ8wuBWmMQIi0t/zJPXpjRaXZZQAAAHRJQ11MN35/vT54p8bsUpDGCIRIa5XlYT3/1F7V7IuaXQoAAECXZGQ5NXCIT++tqTG7FKQxAiHS2vIn98gXcGjaiflmlwIAANBlh38uU+vfq1MkQrNR9A4CIdLWnk+atOq1ap18eqHcHv7UAQBA6hn3uWxFwgltXMcg9egdHCUjbb2+olI5eS5NPi7X7FIAAAC6pbDIo8HDfNpXxe0v6B30Y4u0Neu8AZo0LVdOJ+c9AABA6vrOD0bSUzp6DUfKSDuJhKEdW4OKRgzl5rvNLgcAAOCQ2Gw2NdTHVF/LVUL0PAIh0s7q16t1+483qaIsZHYpAAAAPeLOmzfrH0/uMbsMpCECIdJKJJzQ03/drXETslTQz2N2OQAAAD2i+LAMvb+mRomEYXYpSDMEQqSVl58vV31tTKfN6W92KQAAAD3m8AlZqquJaduWoNmlIM0QCJE2avdF9eLTezV1ep7yC7k6CAAA0sfQEX5lZjv1zpv7zC4FaYZeRpE2XG6bph6fpxNOKzS7FAAAgB5lt9v0uck5qqmmYxn0LAIh0oJhGHI4bDr97CKzSwEAAOgVp5/VXz4fh+/oWTQZRcpLJAz99ubNWvV6tdmlAAAA9Bq73aZQKK7dnzSZXQrSCIEQKcXlajso62svV6p0Y4Ny8hiwFQAApLe3Vlbp9hs2qqkxbnYpSBMEQqSUcYePk8PhaHncUB/TM3/drUnTcjRkuL/D5YxEX1QHAADQuw6fkKVYzNDaVXQug55BI2SkFIfToeee2q3qyuYbqks3NigcSigWNbTssV3tLpOT59LJn+/Xl2UCAAD0iuwcl0aVZOjtV6t17EkFZpeDNEAgRMqproyoYm9EiYShupqocvKcqquhxy0AAGANE47O1tJHdqmqIsxQWzhkNBlFyrLZpKKBHmVmcV4DAABYx+ETsjRwiFf7GIICPYAjaaSkmuqInC67vF7OaQAAAGvxeBy6/IejlZVNh3o4dBxNI+UEG2KqKIvQuxYAALC0T7Y3au/ukNllIMURCJFSEglDWzYG5XLblJPLBW4AAGBNhmFo8T3b9Mxfd5tdClIcgRAp5aVnytRQH1dBoVv/396dh1VV7X0A/56JeRKPI6IoAqao4IgpJOYQkqJimjmm3usVJPOqmQ237jWv9tRr5ZyF9ZKmpheHFHPKOcP0ppmKgAgiiDLPhzOt9w9fT20Gi8JzGL6f5/F53Guvfc5vr3XWPvvHXvtsmUxm6XCIiIiILEImk6FfoCt+uliA/FytpcOhBowJITUYOp0RZ4/noLWbNWxsFb+9AREREVEj5t/PBSorOc4cy7F0KNSAMSGkBkOhkCHilc5o625j6VCIiIiILM7aRgH/fi44ezwHOp3R0uFQA8WbsKhB+O5EDtw9bODobAW5nFNFiYiIiAAgIKg5IAO0FUaoVLzWQ7XHTw3Ve0nXi/Hlp7dx6YdCS4dCREREVK+0aG2N0c+5wdaOt9PQH8OEkOq14iIdPluXig6e9hjwlKulwyEiIiKqd3R6A7795j4ybpdZOhRqgJgQUr1lNAr87/pU6HVGTJjRjlNFiYiIiKohl8tw4pv7OLTvnqVDoQaICSHVWxm3y5GcUILnprWDs4vK0uEQERER1UtyuQxBw1rgv9/nIyuj3NLhUAPDhJDqrVZtbbDoXz7w6upo6VCIiIiI6rVeAS5wclHh4J4sS4dCDQwTQqp3CvN12LM9A8UFOjg48odwiYiIiH6LUinHU8PVuHguH/ezNJYOhxoQnm1TvaLVGrFx1U0U5GrRe4ALHFWcKkpERET0e/QOaAZnFyuoW1pbOhRqQHiFkOoNIQS2bkrD3fRyTJnTAY5OTAaJiIiIfi+lSo4u3R2h1wsYDMLS4VADwYSQ6o1De7Nw4Vw+wqe2g1t7W0uHQ0RERNQgbY++jS2b0iwdBjUQTAipXhBCIDdbiyEjW6J7L2dLh0NERETUYLVsY40fzubxuYT0uzAhJIvTaAzQ6wRGhrfGkJAWlg6HiIiIqEHrM7AZ1C2tseOzdAjBqaP0aEwIyaJu3yrDP17+GT//WAiZTAaZjA+fJyIiIvozlEo5Rk1og5uJpfjhbJ6lw6F6jgkhWUxWpgZr302Ga3MrtO1gY+lwiIiIiBoNTx8H+PV1RmGB3tKhUD3Hx06QReRmV2DtiiTY2ysw7W8dYG2tsHRIRERERI3K+GntoFLxHIsejQkhWUTMxjTI5DLMmOcBOwd+DImIiIjqmkwmg6Zcj2MHc2DP3+yjGvBMnMzOYBAYN9kNkAHOLnzWIBEREdHj9N9zBYAMCBxshELBK4YkxXsIyWzupJVhzcokZN+rgHMzFZNBIiIiosdMqZIjfIobcrOBA7uyLB0O1UNMCMksrl8pwgfLElFcqIfRYLR0OERERERNRrsOtujZFzgWl41rPxVZOhyqZzhllB67M9/mYMdnt9G5iwOen+kOaxtOVSAiIiIyJ58eQEmhPS5fKEDXHk6WDofqESaE9Fhl3C7Dtujb6B/kitDwNlAo+JxBIiIiInOTyYBJs9xhZ6eEEILPfiYTJoT0WJQU62FnL0ez5laYu9gT7TrYWjokIiIioibNykoOowAufJeH27fKMW6yGxND4j2EVPcSrxZj+ZJrOLr/PrRaI5NBIiIionqksECHbw/eR1wsf2SGeIWQ6pBeb8ShvVk4uDsLHb3s8URPR0uHRERERESV9HnSFaXFBsTF3oWTsxKBQ1tYOiSyICaEVCeKC3VYvSIJWRkaDBnZEoNHtIBczikIRERERPVR0HA1Sor12PF5OpybqdCjt4ulQyILYUJIf4pOZ4RKJYfKWo72He0wdrIb2rbjFFEiIiKi+kwmkyFkXGvI5ECrNjaWDocsiPcQ0h9iNAp8fyoXby24issXCqApN2DUhLZMBomIiIgaCLlchpHj2sDaVo7c7Aoc+M9dGAzC0mGRmfEKIdWKEAI3rhZj95cZuJNWDl9/Zzg682NERERE1JAlXi/GN3vuIvVmKabP9YCDI8/vmgpeIaRa+e54LtasSIZMDvz1750waZY7XNVWlg6LiIiIiP6EJ7o7YfpcD6QkluCdJddw+UKBpUMiM2FCSI+k0Rjw3YkcnDh8H+VlBnj6OGDq3zpgzt87oUMnO0uHR0RERER1pPMTDpj/uhfc3G3x6UcpyL5XYemQyAx4LZiqEEIgPbUcZ4/n4IezedBWGNG9lzP8+rrAxk6OLr58nAQRERFRY+TkosKUOe2RlaGBja0cGo0eZ47lYmCwGrZ2CkuHR48BE0IC8CAJLC7Sw8lZhaxMDd59IwFOzko8Obg5ej/ZDM1cOS2UiIiIqCmQyWRo084WBoPAraul+HpnJr7Zk4UhIS0R+LQajs4qS4dIdahBThnNzc1FREQE+vTpg/79+2P58uXQ6/WWDqvBKczXIf50LmI2puL1eT/jw3cSUVykg62dArPnd8Sif/lg6LOtmAwSERERNVHtO9lh4dve8O/ngkN7s/DavCvYuz3D0mFZTG3ykJMnT2LUqFHw8/NDSEgIjh8/Lln/ySefICgoCH5+fpg6dSpSUlLMsQtVNMiE8OWXX4adnR1Onz6NXbt24dy5c/j8888tHVa9VlKsR9L1Yty8UQIASL1ZitfmXUHMxjTcTilD997OCA1vA73eCADo6GUPhYIPliciIiJq6pycVQgd3wZLlvsgdHwbtGprg/IyAxJ+LsKG95Nx4vB93MvUQIjG/8iK35uHpKamIioqCvPnz8eFCxcQFRWFl19+Gffu3QMA7N69G1988QWio6MRHx+Pbt264aWXXrJIGza4KaNpaWk4f/48Tp06BVtbW7i7uyMiIgLvvfceZs+ebenwLMagFygq1KEgXwfX5lZwbqbC1UuFOHrgHu5maFBc+OAvF97dHDEjwgMOTgo8P9MdHb3s+bPCRERERPSb7OyVCAhqDgCoqDCgtESP0hIDYrdkwGC4Azt7BQKeao7wye2g0xqRnlqG5i2t4eSshEzW8C801CYP2b17N/r06YOhQ4cCAEaOHInY2Fjs2LEDL730Er766iu88MIL8PLyAgAsXLgQX331FeLj4xEQEGDW/WpwmUBSUhJcXFzQqlUrU5mnpycyMzNRVFQEJycnC0b3x5SV6lGQp4NeL6DXG6HXCdjYKtC+ox10WiPiz+RBW2FAeZkRmnIDNOUGTJjuDqVKhi2b0vDzj0UoKf7lUvWY59tiwGA1KiqMsLKWo8+TzdCqjQ1atbFG85bWEEJAqZSjey9nC+41ERERETVknj4O8PRxQEWFAWk3y5BxuxzOLioUF+pw764GHyxLAgBYWcnh3EyFZmoV5r/mbeGo/7ja5CHJycnw9pbua+fOnZGQkGBa/5e//MW0TqVSwcPDAwkJCUwIf0tpaSlsbW0lZQ+Xy8rKqiSEWq0WWq3WtFxcXAwAyMrKgsFg+F3vaTQakZubi8zMTMjldTfL9oezRfg2Lh8VGmOVde072SAjVQNDpVVKlQzqliq8/69spKdI17fzsMbTIa7IzcnHK3OSJdu5tlBhRmRb5OcBa1emQ1vpPV/4a2u0bmuNb+PycOl8sWRdrwAnDH6mGTLvVGD7p1mSdTZ2CkS80g4AsHl1JgrydJL1Yye3REcvW3x3sgDfHy+UrPPpYY/QcWoU5OmweXVmlTZY8FZ7yGQybIvOwt30X3722CgAt/YKuDRXIDfbgKw70n60d5TBo7MKBoNAwk86JCcCP5z9Za773xa3g529Anu3ZePmjTLJtkHDXdDnSWckXivF/q9yTO8HANa2MnTu8uAm6muXtKh8Rb9zFyWsbeW4+lMRju5PNW0HAOqWcrRyU6K02IjUZOk8c6US8OluBSHTYcXrd1CYL13v0VkJe0c57mXokXNf2m9lmiL49ZehQpuP5ETpvshkQFe/B/d/3kzQQVP+S0A3k3JgY1cGuVUZikvLcS9D2oYOTjJ08FRBrxO48bNOst3R/anoM9Aedo6luJehQUmxtCFat1OgeQsFCvIMyEgzSLazc5Sjg+eDw87VH7WozOsJFaxsZLiTpjdt87AdW7RSoGVbBUqKjEi7KW0jlRXg3e3Bvp44nFul/Tt6KWHnIEfWHT1ys6Vt6NpcjjbtlSgs0uC1SOl2chnwxP+3YdJ1HbQa6b66d1JCyHQ4uKcQ8WfyJeucXORw76iETiuQeFU6LgCgvZcOeXkyXL+ahaJ8afu3cVfAVa1Afq4Bmbd/WXczKQcJV+/BzUMBlW0Frl9++LoCQDkAwLurCiprGdJv6VFUYDRtd3R/Ktp1tIKjM1BcaMTtFGkbWlnL4NX1wef7+mUtjEZI+qCTtxK29nLcTdcjL0fahs3VcrR2V6KsxIhbSdK+UyiALj0etGHiVS10lbq9vacSjk5y3EwsqdJvzs3kaOehhFYjkHS9aht29VNByHRY824WMtI0knW/dYzo2EWHu5lA/Jmq98F4+6qgUslwO0WH4kJpn8tVJcjLkyG/IBfJidL3tLaRwc3DABsbA65dlh4jbiblwM1DD7lVIXJzypCfJ23D6o4RD9tRYSWD9//3zY2ftdBXaorKx4hft7+LqxxuHZSoKBdITpBuWPkYUXnMtfNQwrmZHDn3DY88RhzZn1Ol77p0V0GhlCEtWVftMULIdDhzvBTxZ7Il62ztZOjk82BfqztGtHSvQF6eDCnJ95CdJf0Mm44RhUZkZejwcEwAQEZGHvz6yyC3KsStmyWo/PVf0zHiZlIOcu7nw9reACHT4OYN6XvWdIx42JZevjawtjciO8uA+3elb1r5GFG5/Z/oqYJcLsOtJB3KSqRt+OtjROX2t3OQoaOXCkaj+NUx4hcPjxGXLhZW6beWbRRo0VrxyGOEkOnw9sLb0JRLP8M1HyMErKyz4NdfjtLyPCQnlku2e9Qx4mZSDpyaaSC3KkFhUTmys6RtWNMx4mFb9htsD2t7HVISdSgvlbZhdceIh9s5NVPArYPCdB5RpQ0rHSN+fZ5R3XnEQy3aWGHqnDYAgA/fuQ2jXhrTtLltoG5lhcNf5+Hni9Jzsb6DnBE41AXpqRrs/PyeZJ29kxJz/u4GAPjkwwwUF0j7bvz0lnDrYIX4U0XY9vEFybpu/g4YEdYcufe1+N/1dyXrZAoZFrzZHgCwZdNd3M+UjsnQ59Tw6WaPi+eKcPKQ9Dvwv/F2GDVBjfBpDtjx2X3oy4GycuBuJhDxwn0seLsD7Ozrx51r2dkPjkPFxcVwcHAwlVtZWcHKSvo7GrXJQ6qra2Njg7Kyst+13pxkooFN9j1y5AjeeOMNxMfHm8pu3LiB0aNH48KFC3B0lD4SYc2aNVi7dq25wyQiIiIiogZq3rx5iIqKkpTVJg+ZO3cuPDw8sGTJElPZypUrkZ6ejnXr1qF37954//33ERwcbFo/btw4hIWFYfr06Y9xz6pqcFcIvby8UFBQgJycHKjVagDAzZs30bp16yrJIADMmTMHL774omlZr9cjJSUFrVu3/t1X+0pLSzFy5EjExcXB3t6+bnaEao39UH+wL+oP9kX9wb6oH9gP9Qf7ov5gX9TMaDTi7t278PT0hFL5S2pU+eogULs8xNvbG1evXpWUJScnw9fX1/RaSUlJpoRQp9MhNTW1yjRTc2hwCaGHhwd69+6Nf//73/jXv/6F/Px8rF+/HuPHj6+2fnWXe3v16lWr9ywpefDLnK1atZJcSibzYj/UH+yL+oN9UX+wL+oH9kP9wb6oP9gXj9a2bdvfVa82ecjo0aPx2WefIS4uDsOHD8fhw4dx/vx5vP766wCA8PBwrFmzBkFBQejYsSM++OADqNVq9OnTp0737feoH5N3a2n16tXQ6/V4+umnMWHCBAQGBiIiIsLSYRERERERUSP2qDzE398f+/btA/Dgx2bWrVuHjz/+GH379sX69euxZs0adOzYEQAwfvx4zJgxA5GRkQgICMC1a9fw8ccfQ6VSmX2fGtwVQgBQq9VYvXq1pcMgIiIiIqIm5FF5yI8//ihZDgwMRGBgYLV1ZTIZZs6ciZkzZ9Z5jLXVIK8QmpuVlRXmzZtX7VxiMh/2Q/3Bvqg/2Bf1B/uifmA/1B/si/qDfUGP0uB+ZZSIiIiIiIjqBq8QEhERERERNVFMCImIiIiIiJooJoRERERERERNFBPCaty5cwfz5s1DQEAA+vfvj4iICKSnp9dY/6233oKvry/8/f1N/3bs2GHGiBuP3NxcREREoE+fPujfvz+WL18OvV5fbd2TJ09i1KhR8PPzQ0hICI4fP27maBu3hIQEvPjii+jXrx8GDhyIV155BXl5edXWnT17Nrp37y4ZA6dOnTJzxI1XXFwcunbtKmnfxYsXV1uX4+Lx2bdvn6QP/P394evra3rIcGUcF3UvLy8Pw4YNQ3x8vKns8uXLeO655+Dv748hQ4Zg586dj3yNTz75BEFBQfDz88PUqVORkpLyuMNulKrri0OHDiEsLAy9evXCkCFDsHbtWhiNxmq3NxqN8Pf3h5+fn2SMlJWVmWsXGo3q+qK256YcF02coCpGjx4tXnvtNVFaWipKSkrE0qVLxbPPPltj/bFjx4rY2FgzRth4TZkyRSxcuFCUlZWJ27dvi9DQUPHJJ59UqXfr1i3RvXt3ceTIEaHT6cSBAwdEjx49RFZWlgWibnzKy8vFwIEDxUcffSQqKipEXl6e+Mtf/iLmzJlTbf3+/fuL+Ph4M0fZdKxcuVK8+uqrv1mP48K8srKyxMCBA8WePXuqXc9xUbcuXLgghg4dKry9vcX3338vhBCioKBA9OvXT2zZskXodDrx3XffCX9/f3H58uVqXyM2NlYEBgaKxMREodFoxIoVK0RoaKgwGo3m3JUGr7q+uHLliujRo4f49ttvhcFgEMnJySI4OFhER0dX+xo3btwQ3bp1ExUVFeYMvdGpri+EqN25KccF8QphJYWFhVCr1Zg/fz7s7Oxgb2+PadOmITExEYWFhVXqa7VaJCYm1vgXYvr90tLScP78eSxevBi2trZwd3dHREQEtm7dWqXu7t270adPHwwdOhRKpRIjR45E3759eWW2jmRmZqJLly6IjIyElZUVmjVrhokTJ+KHH36oUjc9PR2FhYXo2rWrBSJtGq5cufK7jjEcF+YjhMDixYsxePBghIWFVVnPcVG3du/ejUWLFmHBggWS8sOHD8PFxQWTJ0+GUqnEgAEDMGrUqGq/NwDgq6++wgsvvAAvLy9YW1tj4cKFyMzMlFxZoUerqS8yMjLw/PPPIzg4GHK5HJ6enhg2bFi13xvAg+Oaj48PH4PwJ9TUF7U9N+W4oCaZEGo0GqSlpVX7T6VSITo6Gi1btjTVP3ToENzc3ODs7FzltRISEqDX67F69Wo8+eSTGDFiBDZt2lTjFAmqWVJSElxcXNCqVStTmaenJzIzM1FUVCSpm5ycDG9vb0lZ586dkZCQYJZYG7tOnTrh008/hUKhMJUdOnQI3bp1q1L3ypUrsLe3x4IFCxAQEIBnn30Wu3btMme4jZrRaMTVq1dx4sQJBAcHIygoCG+++Wa1f6DiuDCfvXv3Ijk5Ga+++mq16zku6tagQYNw5MgRjBw5UlKelJRUq8985TGiUqng4eHBMVILNfXFiBEjsHTpUtOyRqPBiRMnqv3eAB6MkYqKCoSHhyMgIACTJ0/Gf//738cae2NTU1/U9tyU44KUlg7AEi5fvoxp06ZVu27dunUYOnSoaXnbtm3YvHkzNmzYUG394uJi9OvXD1OnTsWqVatw/fp1REZGQi6XY/bs2Y8l/saqtLQUtra2krKHy2VlZXBycnpkXRsbG9578BgIIfDhhx/i+PHj2LJlS5X1Wq0Wfn5+WLBgAby8vBAfH4+oqCjY29sjJCTEAhE3Lnl5eejatStGjBiB1atXIz8/H0uWLMHixYuxadMmSV2OC/MwGo3YsGED/va3v8HBwaHaOhwXdatFixbVltf2M88x8ufV1Be/VlJSgvnz58PGxgYzZsyoto6NjQ169OiB+fPnw9nZGVu3bsWsWbOwb98+uLu713HUjVNNfVHbc1OOC2qSCWH//v1x48aNR9bRarVYsWIF4uLi8PHHHyMgIKDaegMHDsTAgQNNyz169MD06dMRFxfHhLCW7OzsUF5eLil7uGxvby8pt7W1hUajkZRpNJoq9ejPKSkpwdKlS3H16lVs2bIFPj4+VeqMGTMGY8aMMS0PGjQIY8aMwcGDB3niWwfUarVk+putrS0WL16MCRMmoKSkRJKQcFyYR3x8PO7fv4/x48fXWIfjwjxsbW1RXFwsKXvUZ55j5PFLSUnBSy+9hObNmyMmJqbGP5pUvro+a9YsxMbG4uTJk5gyZYo5Qm20antuynFBTXLK6G/Jy8vD1KlTcenSJezatavGZBAAjh49iu3bt0vKtFotbGxsHneYjY6XlxcKCgqQk5NjKrt58yZat24NR0dHSV1vb28kJSVJypKTk+Hl5WWWWJuC27dvIzw8HCUlJdi1a1e1ySAA7Nq1CwcPHpSUabVaWFtbmyPMRi8hIQHvv/8+hBCmMq1WC7lcXuXeG44L8zh06BCGDRsGOzu7GutwXJhHbT/zXl5ekvo6nQ6pqalVpp3SH3Py5Ek899xzCAwMRHR0dLW32jz0wQcf4Nq1a5IyjpG6UdtzU44LYkJYiU6nw+zZs+Hg4IBt27b95rQFIQRWrFiBc+fOQQiBH3/8ETExMZg4caKZIm48PDw80Lt3b/z73/9GSUkJ0tPTsX79+mr/Cj969GicP38ecXFx0Ov1iIuLw/nz56v9cQeqvcLCQkyfPh29evVCdHQ0XF1da6xbUlKCZcuW4dq1azAajThx4gT279/PMVBHXFxcsHXrVnz66afQ6/XIzMzEe++9h7Fjx1ZJCDkuzOPixYvo27fvI+twXJjHsGHDkJOTg88//xw6nQ7ff/89vv76a4SHh1dbPzw8HFu2bEFCQgIqKirwP//zP1Cr1ejTp4+ZI298Ll26hMjISCxduhRLliyBUvnoSWiJiYlYvnw5srOzodVqsXbtWpSUlGDYsGFmirjxqu25KccF8bETlRw6dEh4e3uL7t27Cz8/P8m/jIwMIYQQI0eOFBs2bDBts23bNjF8+HDRs2dP8fTTT4stW7ZYKvwGLzs7W0RFRYl+/fqJgIAAsXLlSqHX64UQQvj5+Ym9e/ea6p46dUqMHj1a+Pn5idDQUHHixAlLhd3obN68WXh7e4uePXtWGQdCSPvCaDSKdevWieDgYNGjRw8RGhoqDh48aMnwG534+HgxceJE4e/vLwICAsSyZcuERqMRQnBcWIKfn1+17cpxYR6Vf17/p59+Mo2Pp59+WvznP/8xrfvhhx8k399Go1FER0eLIUOGCD8/PzF16lSRkpJi9n1oLH7dF3PmzBE+Pj5VvjNmzZolhKjaF/n5+eLVV18VAwYMMPXF9evXLbYvDV3lcfGoc1OOC6pMJsSv5iERERERERFRk8Epo0RERERERE0UE0IiIiIiIqImigkhERERERFRE8WEkIiIiIiIqIliQkhERERERNREMSEkIiIiIiJqopgQEhERERERNVFKSwdARERNw5o1a7B27dpq19nb26N169Z46qmnEBkZCQcHBzNHR0RE1DQxISQiIrOaOHEievfubVoWQuD+/fs4fPgwNm/ejMuXL+OLL76AQqGwYJRERERNAxNCIiIyKz8/P4SFhVUpnz17NmbOnIlz587h+PHjGDp0qAWiIyIialp4DyEREdULcrkc48ePBwBcuHDBwtEQERE1DUwIiYio3rCzs6tSdu/ePbz55psICgqCr68vgoOD8c477yA/P79K3StXriAqKgoDBgyAv78/wsLCsGPHDgghJPVOnz6NadOmoVevXujZsyfGjRuH2NhYSZ34+Hj4+PjgwIED2LhxI4YNGwZfX18MGTIEH330EfR6vaS+TqfDpk2b8Oyzz6Jnz54IDAzEwoULkZaWBgCIjY2Fj48PPv300ypxX7p0CT4+PtiwYUOt24yIiOjP4JRRIiKqN44cOQIA8PX1BQCkp6dj0qRJ0Gq1mDhxItzc3JCQkIDt27fj1KlT2L59O1xdXQE8SPLmzp0LBwcHTJo0CS1btsSRI0fwj3/8A5mZmViwYAEAYOvWrVi2bBm6d++OefPmQS6X49ixY1i6dCmuX7+O119/XRLTqlWrIITAxIkT4eTkhNjYWKxfvx4ymQwvvfQSAMBoNGLWrFmIj49HcHAwJk2ahNzcXMTExCA+Ph47d+7EM888g3feeQd79+7F7NmzJe+xZ88eyOVyjBkz5nE2LxERURVMCImIyKzKysqQl5dnWjYajcjOzsa+ffsQGxuLbt26ISQkBACwbNkylJeXY/fu3Wjfvr1pm+HDh+PFF1/E6tWr8fbbb0MIgbfeegv29vbYu3cvWrVqBeDBD9hMmTIFmzdvxosvvgiNRoMVK1Zg8ODB2LBhA2QyGQBg+vTpWLJkCWJiYjBq1Cj06NHD9F4VFRWIi4uDk5MTACAsLAxBQUHYuXOnKSHcvXs34uPj8de//hULFy40bdurVy/MmjULMTExWLJkCUJCQrBr1y4kJCSgS5cuAACtVou4uDgMGDAAbdq0eRxNTkREVCMmhEREZFbLli3DsmXLqpTb2dlhwoQJ+Pvf/w6FQoGioiKcPn0aQUFBcHBwkCSRXbp0gbu7O44cOYK3334b165dQ0ZGBqZNm2ZKBoEH9yW+9957qKiogIODA/bt2wedToeQkJAqU05DQ0Oxd+9eHD58WJIQBgcHm5LBh3F6enriypUrprIjR45AJpNVufI3aNAg7Ny5E+7u7gCA8PBw7Nq1C3v37jUlhN9++y0KCwsxbty4P9KcREREfwoTQiIiMqtZs2Zh0KBBEEIgNzcXW7ZswbVr1xAVFYWZM2ea6qWmpsJoNOLEiRMYMGBAja+n0Whw584dAICnp2eV9W5ubqb/37p1CwDwyiuv1Ph6GRkZkmW1Wl2ljpWVFQwGg2QbtVoNZ2fnKnV/nVz26tULnTp1wv79+7F48WLI5XLs2bMHjo6OGDZsWI0xERERPS5MCImIyKw6d+6MJ5980rQcEhKCOXPm4N1330V2djaWLFkC4MFUUgAYMWIEnn/++RpfT6lUmn7g5eEU0Jo8TOKWLVuGdu3aVVvn4T2JD8nlv/37azqd7jfrPDRu3Di8//77OHfuHLp06YLTp08jPDwc1tbWv/s1iIiI6goTQiIisiiVSoVVq1YhLCwMmzdvhq+vL0JDQ00JW0VFhSSBfOjo0aNwcXGBUqk01X14BfDXzp49iz179mD27Nmmek5OTlVe8/79+/jpp59M0ztro127djh79iyKi4vh6OgoWffGG2/Azc0Nc+fOBQCMHTsWH374Ib755hvcuXMHer0e4eHhtX5PIiKiusDHThARkcW5uLjg3XffhUwmw9tvv42srCyo1Wr07t0bp06dwsWLFyX1T506hcjISGzatAkA0K1bN7Ru3Rpff/215F5DIQSio6Nx4MABtGjRAsOHD4dcLsfGjRuh0Wgkr7ly5UpERkbi559/rnX8Q4cOhdFoRExMjKT84sWL2LlzJ3Jzc01larUagYGBOHbsGA4fPgxPT0/07Nmz1u9JRERUF3iFkIiI6oWAgABMnToVMTExeO211xAdHY233noLU6ZMwYwZMzBx4kR4eXkhJSUF27dvh4uLi2l6qVKpxD//+U9ERkYiLCwMzz//PJo1a4ajR4/i7NmzWLRoEVxdXeHq6oqoqCh89NFHCAsLw9ixY+Hk5IRjx47hzJkzCA4OxvDhw2sde3h4OPbv34/Vq1cjMTER/fv3x7179/Dll1/Czc0NERERkvrjx4/H8ePHcebMGSxatKhO2o+IiOiPYEJIRET1xqJFi3DmzBmcPXsWX375JSZPnmx67t8333yD7du3o0WLFnjmmWcQERGBDh06mLYdPHgwtm7divXr1+Ozzz6DwWCAp6cnVq1ahdDQUFO9iIgIdO7cGTExMdi0aROMRiPc3d3xyiuvYOrUqVAoFLWOW6VSITo6Gps2bcL+/ftx7NgxtGjRAiNGjEBUVFSV+xIHDx4MtVqN/Px8hIWF/fEGIyIi+pNkQghh6SCIiIiaEr1ej8GDB8PX1xcbN260dDhERNSE8R5CIiIiMztw4ACys7MxadIkS4dCRERNHKeMEhERmcny5cuRkZGB06dPo3v37ggKCrJ0SERE1MTxCiEREZGZlJaW4uzZs/Dz88OaNWt+87mJREREjxvvISQiIiIiImqieIWQiIiIiIioiWJCSERERERE1EQxISQiIiIiImqimBASERERERE1UUwIiYiIiIiImigmhERERERERE0UE0IiIiIiIqImigkhERERERFRE8WEkIiIiIiIqIn6P6sftx67VIT7AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1000x800 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x800 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x800 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy import stats\n",
    "customers_fix = pd.DataFrame()\n",
    "customers_fix[\"Recency\"] = stats.boxcox(customers['Recency'])[0]\n",
    "customers_fix[\"Frequency\"] = stats.boxcox(customers['Frequency'])[0]\n",
    "customers_fix[\"MonetaryValue\"] = pd.Series(np.cbrt(customers['MonetaryValue'])).values\n",
    "plot_numeric_columns(numcol, customers_fix)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 0. -0.  0.]\n",
      "[1. 1. 1.]\n"
     ]
    }
   ],
   "source": [
    "# 导入库 \n",
    "from sklearn.preprocessing import StandardScaler \n",
    "# 初始化对象 \n",
    "scaler = StandardScaler() \n",
    "# 拟合和转换数据 \n",
    "scaler.fit(customers_fix)\n",
    "customers_normalized = scaler.transform(customers_fix) \n",
    "# 均值为 0，方差为 1 \n",
    "print(customers_normalized.mean(axis = 0).round(2)) # [0. -0。 0.] \n",
    "print(customers_normalized.std(axis = 0).round(2)) # [1. 1. 1.]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 分群建模\n",
    "使用 KMeans 进行聚类，并通过肘点法确定较优超参数。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.metrics import calinski_harabasz_score\n",
    "\n",
    "# 设置环境变量 (如果需要)\n",
    "# os.environ['OMP_NUM_THREADS'] = '11'  # 或者根据你的实际情况调整\n",
    "\n",
    "sse = {}\n",
    "ch_scores = {}\n",
    "\n",
    "for k in range(2, 11):  # CH Score 需要至少两个簇\n",
    "    kmeans = KMeans(n_clusters=k, random_state=42)\n",
    "    kmeans.fit(customers_normalized)\n",
    "    \n",
    "    sse[k] = kmeans.inertia_\n",
    "    ch_scores[k] = calinski_harabasz_score(customers_normalized, kmeans.labels_)\n",
    "\n",
    "# 绘制肘点图\n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.title('The Elbow Method')\n",
    "plt.xlabel('k')\n",
    "plt.ylabel('SSE')\n",
    "sns.pointplot(x=list(sse.keys()), y=list(sse.values()))\n",
    "\n",
    "# 绘制卡林斯基-哈拉巴斯得分图\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.title('Calinski-Harabasz Score')\n",
    "plt.xlabel('k')\n",
    "plt.ylabel('Calinski-Harabasz Score')\n",
    "sns.pointplot(x=list(ch_scores.keys()), y=list(ch_scores.values()))\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
